python机器学习资源与工具库大全

python机器学习开源工具库资源大全，划分子版块并梳理排行，每周自动更新

本资源清单包含820个python机器学习相关的开源工具资源，这些热门工具总共分成32个不同的子板块，这些项目目前在github上已经收到3.5M个点赞。所有的工具资源每周会自动从GitHub和工具维护平台采集信息，并更新排行展示。本清单参考best-of模板完成，内容参考了awesome-machine-learning，欢迎大家提PR丰富本清单。

机器学习框架 54 个项目
数据可视化 49 个项目
文本数据和NLP 82 个项目
图像数据与CV 49 个项目
图数据处理 29 个项目
音频处理 23 个项目
地理Geo处理 22 个项目
金融数据处理 23 个项目
时间序列 20 个项目
医疗领域 19 个项目
光学字符识别OCR 11 个项目
数据容器和结构 28 个项目
数据读写与提取 23 个项目
网页抓取和爬虫 1 个项目
数据管道和流处理 36 个项目
分布式机器学习 26 个项目
超参数优化和AutoML 45 个项目
强化学习 19 个项目
推荐系统 13 个项目
隐私机器学习 6 个项目
工作流程和实验跟踪 35 个项目
模型序列化和转换 11 个项目
模型的可解释性 46 个项目
向量相似度搜索（ANN） 12 个项目
概率统计 21 个项目
对抗学习与鲁棒性 7 个项目
GPU实用程序 18 个项目
Tensorflow实用程序 13 个项目
Sklearn实用程序 17 个项目
Pytorch实用程序 27 个项目
数据库客户端 1 个项目
中文自然语言处理 2 个项目
Others 33 个项目

图标解释

🥇🥈🥉 综合项目质量分
⭐️ github上star的数量
🐣 小于6个月的新项目
💤 非活跃项目(6个月未更新)
💀 沉寂项目(12个月未更新)
📈📉 项目趋势(向上or向下)
➕ 最近添加的项目
❗️ 警告(例如项目没有license)
👨‍💻 项目的开发贡献者数量
🔀 项目被fork的数量
📋 项目issue的数量
⏱️ 项目包上次更新时间
📥 工具库被下载次数
📦 项目依赖的工具库数量
Tensorflow相关项目
Sklearn相关项目
pytorch相关项目
MxNet相关项目
Apache Spark相关项目
Jupyter相关项目
PaddlePaddle相关项目
Pandas相关项目

机器学习框架

通用机器学习和深度学习框架。

Tensorflow (🥇44 · ⭐ 170K) - 适用于所有人的开源机器学习框架。Apache-2

GitHub (👨‍💻 4.1K · 🔀 70K · 📦 210K · 📋 35K - 5% open · ⏱️ 26.08.2022):
```
it clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 14M / month):
```
ip install tensorflow
```
Conda (📥 3.6M · ⏱️ 20.07.2022):
```
onda install -c conda-forge tensorflow
```
Docker Hub (📥 67M · ⭐ 2K · ⏱️ 25.08.2022):
```
ocker pull tensorflow/tensorflow
```

scikit-learn (🥇39 · ⭐ 51K) - scikit-learn：基于Python的机器学习工具库。BSD-3

GitHub (👨‍💻 2.7K · 🔀 23K · 📥 810 · 📦 390K · 📋 9.6K - 16% open · ⏱️ 26.08.2022):
```
it clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 31M / month):
```
ip install scikit-learn
```

Conda (📥 15M · ⏱️ 05.08.2022):

onda install -c conda-forge scikit-learn

XGBoost (🥇37 · ⭐ 23K) - 可扩展，高效和分布式梯度增强（GBDT，GBRT等）的boosting工具库。Apache-2

GitHub (👨‍💻 570 · 🔀 7.9K · 📥 5K · 📦 35K · 📋 4.5K - 5% open · ⏱️ 25.08.2022):
```
it clone https://github.com/dmlc/xgboost
```
PyPi (📥 8.3M / month):
```
ip install xgboost
```
Conda (📥 2.9M · ⏱️ 12.08.2022):
```
onda install -c conda-forge xgboost
```

LightGBM (🥇35 · ⭐ 14K) - 快速，分布式，高性能梯度提升（GBT，GBDT，GBRT等）的boosting工具库。MIT

GitHub (👨‍💻 270 · 🔀 3.5K · 📥 160K · 📦 15K · 📋 2.8K - 7% open · ⏱️ 25.08.2022):
```
it clone https://github.com/microsoft/LightGBM
```
PyPi (📥 6M / month):
```
ip install lightgbm
```
Conda (📥 1.2M · ⏱️ 08.01.2022):
```
onda install -c conda-forge lightgbm
```

Fastai (🥇34 · ⭐ 23K) - Fastai深度学习库。Apache-2

GitHub (👨‍💻 210 · 🔀 7.1K · 📦 11K · 📋 1.7K - 6% open · ⏱️ 19.08.2022):
```
it clone https://github.com/fastai/fastai
```
PyPi (📥 280K / month):
```
ip install fastai
```

Thinc (🥇34 · ⭐ 2.6K) - 深度学习工具库。MIT

GitHub (👨‍💻 53 · 🔀 240 · 📦 23K · 📋 120 - 11% open · ⏱️ 05.08.2022):
```
it clone https://github.com/explosion/thinc
```
PyPi (📥 4.1M / month):
```
ip install thinc
```
Conda (📥 2.2M · ⏱️ 08.07.2022):
```
onda install -c conda-forge thinc
```

PyTorch (🥈33 · ⭐ 58K) - 具有强大GPU的Python中的张量和动态神经网络构建工具库。BSD-3

GitHub (👨‍💻 3.5K · 🔀 16K · 📥 5.6K · 📋 28K - 32% open · ⏱️ 26.08.2022):
```
it clone https://github.com/pytorch/pytorch
```
PyPi (📥 8.5M / month):
```
ip install torch
```
Conda (📥 19M · ⏱️ 04.08.2022):
```
onda install -c pytorch pytorch
```

dlib (🥈33 · ⭐ 11K) - 进行现实世界机器学习和数据分析的工具包。❗️BSL-1.0

GitHub (👨‍💻 180 · 🔀 2.7K · 📥 25K · 📦 16K · 📋 2.1K - 1% open · ⏱️ 26.08.2022):
```
it clone https://github.com/davisking/dlib
```
PyPi (📥 91K / month):
```
ip install dlib
```
Conda (📥 460K · ⏱️ 08.05.2022):
```
onda install -c conda-forge dlib
```

Keras (🥈32 · ⭐ 56K) - 易上手的深度学习工具库。Apache-2

GitHub (👨‍💻 1.1K · 🔀 18K · 📋 11K - 2% open · ⏱️ 26.08.2022):
```
it clone https://github.com/keras-team/keras
```
PyPi (📥 8.4M / month):
```
ip install keras
```
Conda (📥 2.5M · ⏱️ 19.05.2022):
```
onda install -c conda-forge keras
```

PySpark (🥈32 · ⭐ 34K) - Apache Spark Python API。Apache-2

GitHub (👨‍💻 2.7K · 🔀 25K · ⏱️ 26.08.2022):
```
it clone https://github.com/apache/spark
```
PyPi (📥 25M / month):
```
ip install pyspark
```
Conda (📥 1.9M · ⏱️ 27.07.2022):
```
onda install -c conda-forge pyspark
```

PaddlePaddle (🥈32 · ⭐ 19K) - paddlepaddle机器学习与深度学习工具库。Apache-2

GitHub (👨‍💻 810 · 🔀 4.5K · 📥 15K · 📦 140 · 📋 15K - 14% open · ⏱️ 26.08.2022):
```
it clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 79K / month):
```
ip install paddlepaddle
```

Jina (🥈32 · ⭐ 16K) - 在云端构建神经搜索的简便方法库。Apache-2

GitHub (👨‍💻 150 · 🔀 1.9K · 📦 350 · 📋 1.6K - 1% open · ⏱️ 25.08.2022):
```
it clone https://github.com/jina-ai/jina
```
PyPi (📥 88K / month):
```
ip install jina
```
Docker Hub (📥 1.1M · ⭐ 7 · ⏱️ 23.08.2022):
```
ocker pull jinaai/jina
```

StatsModels (🥈32 · ⭐ 7.7K) - Statsmodels：Python中的统计建模和计量经济学工具库。BSD-3

GitHub (👨‍💻 380 · 🔀 2.4K · 📥 26 · 📦 68K · 📋 4.8K - 46% open · ⏱️ 23.08.2022):
```
it clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 8.8M / month):
```
ip install statsmodels
```

Conda (📥 7M · ⏱️ 09.06.2022):

onda install -c conda-forge statsmodels

jax (🥈31 · ⭐ 20K) - Python + NumPy程序工具库。Apache-2

GitHub (👨‍💻 440 · 🔀 1.8K · 📦 5.3K · 📋 3.4K - 24% open · ⏱️ 26.08.2022):
```
it clone https://github.com/google/jax
```
PyPi (📥 610K / month):
```
ip install jax
```
Conda (📥 410K · ⏱️ 25.08.2022):
```
onda install -c conda-forge jaxlib
```

Chainer (🥈31 · ⭐ 5.7K) - 灵活的深度学习神经网络框架。MIT

GitHub (👨‍💻 320 · 🔀 1.3K · 📦 2.7K · 📋 2K - 0% open · ⏱️ 29.06.2022):
```
it clone https://github.com/chainer/chainer
```
PyPi (📥 23K / month):
```
ip install chainer
```

Theano (🥈30 · ⭐ 9.6K · 💤) - Theano是一个Python神经网络工具库。❗Unlicensed

GitHub (👨‍💻 380 · 🔀 2.4K · 📦 13K · 📋 2.7K - 21% open · ⏱️ 23.11.2021):
```
it clone https://github.com/Theano/Theano
```
PyPi (📥 270K / month):
```
ip install theano
```
Conda (📥 2.1M · ⏱️ 16.03.2022):
```
onda install -c conda-forge theano
```

einops (🥈30 · ⭐ 5.5K) - 重塑了深度学习操作（用于pytorch，tensorflow，jax等）的工具库。MIT

GitHub (👨‍💻 20 · 🔀 240 · 📦 3.9K · 📋 120 - 28% open · ⏱️ 24.08.2022):
```
it clone https://github.com/arogozhnikov/einops
```
PyPi (📥 1M / month):
```
ip install einops
```
Conda (📥 25K · ⏱️ 04.03.2022):
```
onda install -c conda-forge einops
```

MXNet (🥈29 · ⭐ 20K) - 轻巧，灵活的分布式/移动深度学习工具库。Apache-2

GitHub (👨‍💻 980 · 🔀 6.5K · 📥 25K · 📋 9.5K - 18% open · ⏱️ 23.08.2022):
```
it clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 410K / month):
```
ip install mxnet
```
Conda (📥 8K · ⏱️ 02.05.2022):
```
onda install -c anaconda mxnet
```

pytorch-lightning (🥈29 · ⭐ 20K · 📉) - 轻巧而具备高性能的PyTorch上层封装工具库。Apache-2

GitHub (👨‍💻 740 · 🔀 2.5K · 📥 8K · 📋 5.3K - 8% open · ⏱️ 25.08.2022):
```
it clone https://github.com/PyTorchLightning/pytorch-lightning
```
PyPi (📥 1.8M / month):
```
ip install pytorch-lightning
```

Conda (📥 520K · ⏱️ 18.08.2022):

onda install -c conda-forge pytorch-lightning

Vowpal Wabbit (🥈28 · ⭐ 8K) - Vowpal Wabbit是一个推动机器学习的机器学习系统。BSD-3

GitHub (👨‍💻 320 · 🔀 1.7K · 📋 1.2K - 10% open · ⏱️ 25.08.2022):
```
it clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 92K / month):
```
ip install vowpalwabbit
```

Catboost (🥈28 · ⭐ 6.7K) - 快速，可扩展，高性能的梯度决策提升工具库。Apache-2

GitHub (👨‍💻 1K · 🔀 990 · 📥 86K · 📋 1.9K - 21% open · ⏱️ 21.08.2022):
```
it clone https://github.com/catboost/catboost
```
PyPi (📥 2.7M / month):
```
ip install catboost
```
Conda (📥 1.1M · ⏱️ 19.05.2022):
```
onda install -c conda-forge catboost
```

Flax (🥈28 · ⭐ 3.5K) - Flax是专为.NET设计的用于JAX的神经网络库。Apache-2 jax

GitHub (👨‍💻 170 · 🔀 380 · 📥 42 · 📦 1.3K · 📋 550 - 17% open · ⏱️ 25.08.2022):
```
it clone https://github.com/google/flax
```
PyPi (📥 310K / month):
```
ip install flax
```

dyNET (🥈28 · ⭐ 3.3K) - DyNet：动态神经网络工具包。Apache-2

GitHub (👨‍💻 160 · 🔀 670 · 📥 6.9K · 📦 220 · 📋 920 - 27% open · ⏱️ 14.08.2022):
```
it clone https://github.com/clab/dynet
```
PyPi (📥 20K / month):
```
ip install dyNET
```

PyFlink (🥉27 · ⭐ 20K) - Apache Flink Python API。Apache-2

GitHub (👨‍💻 1.6K · 🔀 11K · ⏱️ 26.08.2022):
```
it clone https://github.com/apache/flink
```
PyPi (📥 54K / month):
```
ip install apache-flink
```

TFlearn (🥉27 · ⭐ 9.6K · 💀) - 深度学习库，基于TensorFlow构建上层简单易用的API。❗Unlicensed

GitHub (👨‍💻 130 · 🔀 2.3K · 📦 4.1K · 📋 910 - 60% open · ⏱️ 30.11.2020):
```
it clone https://github.com/tflearn/tflearn
```
PyPi (📥 16K / month):
```
ip install tflearn
```

Sonnet (🥉27 · ⭐ 9.4K) - 基于TensorFlow的神经网络库。Apache-2

GitHub (👨‍💻 54 · 🔀 1.2K · 📦 900 · 📋 180 - 14% open · ⏱️ 23.08.2022):
```
it clone https://github.com/deepmind/sonnet
```
PyPi (📥 24K / month):
```
ip install dm-sonnet
```
Conda (📥 16K · ⏱️ 14.11.2020):
```
onda install -c conda-forge sonnet
```

Ludwig (🥉27 · ⭐ 8.5K) - 路德维希（Ludwig）是一个工具箱，可用于深度学习训练和评估。Apache-2

GitHub (👨‍💻 130 · 🔀 960 · 📦 130 · 📋 820 - 23% open · ⏱️ 25.08.2022):
```
it clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 1.8K / month):
```
ip install ludwig
```

tensorpack (🥉27 · ⭐ 6.2K) - TensorFlow上的神经网络训练接口。Apache-2

GitHub (👨‍💻 58 · 🔀 1.8K · 📥 140 · 📦 1.1K · 📋 1.3K - 0% open · ⏱️ 04.05.2022):
```
it clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 19K / month):
```
ip install tensorpack
```

skorch (🥉26 · ⭐ 4.6K) - 封装成scikit-learn接口模式的神经网络库。BSD-3

GitHub (👨‍💻 50 · 🔀 310 · 📦 550 · 📋 440 - 9% open · ⏱️ 22.08.2022):
```
it clone https://github.com/skorch-dev/skorch
```
PyPi (📥 31K / month):
```
ip install skorch
```
Conda (📥 610K · ⏱️ 30.11.2021):
```
onda install -c conda-forge skorch
```

Ignite (🥉26 · ⭐ 4K) - 用于训练和评估神经等一系列操作的高级深度学习工具库。BSD-3

GitHub (👨‍💻 180 · 🔀 540 · 📋 1.1K - 10% open · ⏱️ 25.08.2022):
```
it clone https://github.com/pytorch/ignite
```
PyPi (📥 150K / month):
```
ip install pytorch-ignite
```
Conda (📥 99K · ⏱️ 04.05.2022):
```
onda install -c pytorch ignite
```

ktrain (🥉26 · ⭐ 1K) - ktrain是一个Python库，可以使深度学习和AI更简单。Apache-2

GitHub (👨‍💻 15 · 🔀 240 · 📦 330 · 📋 420 - 0% open · ⏱️ 04.08.2022):
```
it clone https://github.com/amaiya/ktrain
```
PyPi (📥 20K / month):
```
ip install ktrain
```

Turi Create (🥉25 · ⭐ 11K · 💤) - Turi Create简化了自定义机器学习的开发。BSD-3

GitHub (👨‍💻 85 · 🔀 1.1K · 📥 6.8K · 📦 320 · 📋 1.8K - 27% open · ⏱️ 29.11.2021):
```
it clone https://github.com/apple/turicreate
```
PyPi (📥 20K / month):
```
ip install turicreate
```

xLearn (🥉25 · ⭐ 3K) - 高性能，易于使用且可扩展的机器学习（ML）工具库。Apache-2

GitHub (👨‍💻 30 · 🔀 510 · 📥 3.4K · 📦 93 · 📋 300 - 61% open · ⏱️ 05.06.2022):
```
it clone https://github.com/aksnzhy/xlearn
```
PyPi (📥 5.2K / month):
```
ip install xlearn
```

NuPIC (🥉24 · ⭐ 6.3K · 💀) - Numenta智能计算平台。❗️AGPL-3.0

GitHub (👨‍💻 120 · 🔀 1.6K · 📦 110 · 📋 1.8K - 25% open · ⏱️ 23.10.2019):
```
it clone https://github.com/numenta/nupic
```
PyPi (📥 1.4K / month):
```
ip install nupic
```

fklearn (🥉24 · ⭐ 1.4K) - fklearn：机器学习工具库。Apache-2

GitHub (👨‍💻 47 · 🔀 160 · 📦 13 · 📋 48 - 54% open · ⏱️ 25.08.2022):
```
it clone https://github.com/nubank/fklearn
```
PyPi (📥 12K / month):
```
ip install fklearn
```

tensorflow-upstream (🥉24 · ⭐ 610) - TensorFlow ROCm端口。Apache-2

GitHub (👨‍💻 4.1K · 🔀 71 · 📥 20 · 📋 330 - 16% open · ⏱️ 23.08.2022):
```
it clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 1.7K / month):
```
ip install tensorflow-rocm
```

mlpack (🥉23 · ⭐ 4.1K) - mlpack：可扩展的C++机器学习库-。❗Unlicensed

GitHub (👨‍💻 290 · 🔀 1.4K · 📋 1.4K - 2% open · ⏱️ 18.08.2022):
```
it clone https://github.com/mlpack/mlpack
```
PyPi (📥 630 / month):
```
ip install mlpack
```
Conda (📥 110K · ⏱️ 09.11.2021):
```
onda install -c conda-forge mlpack
```

Neural Network Libraries (🥉23 · ⭐ 2.6K) - 神经网络工具库。Apache-2

GitHub (👨‍💻 67 · 🔀 310 · 📥 540 · 📋 72 - 31% open · ⏱️ 25.08.2022):
```
it clone https://github.com/sony/nnabla
```
PyPi (📥 2.8K / month):
```
ip install nnabla
```

Neural Tangents (🥉23 · ⭐ 1.8K) - Python中的快速简便的无限神经网络。Apache-2

GitHub (👨‍💻 23 · 🔀 200 · 📥 240 · 📦 47 · 📋 120 - 34% open · ⏱️ 19.08.2022):
```
it clone https://github.com/google/neural-tangents
```
PyPi (📥 1.5K / month):
```
ip install neural-tangents
```

CNTK (🥉22 · ⭐ 17K · 💀) - Microsoft认知工具包（CNTK），一种开源的深度学习工具包。❗Unlicensed

GitHub (👨‍💻 270 · 🔀 4.3K · 📥 14K · 📋 3.3K - 22% open · ⏱️ 31.03.2020):
```
it clone https://github.com/microsoft/CNTK
```
PyPi (📥 730 / month):
```
ip install cntk
```

Lasagne (🥉22 · ⭐ 3.8K · 💀) - 轻量级的库，用于在Theano中构建和训练神经网络。❗Unlicensed

GitHub (👨‍💻 72 · 🔀 930 · 📦 920 · 📋 520 - 22% open · ⏱️ 20.11.2019):
```
it clone https://github.com/Lasagne/Lasagne
```
PyPi (📥 1.4K / month):
```
ip install lasagne
```

SHOGUN (🥉22 · ⭐ 2.9K · 💀) - 统一高效的机器学习。BSD-3

GitHub (👨‍💻 250 · 🔀 1K · 📋 1.5K - 27% open · ⏱️ 08.12.2020):
```
it clone https://github.com/shogun-toolbox/shogun
```
Conda (📥 120K · ⏱️ 25.06.2018):
```
onda install -c conda-forge shogun
```
Docker Hub (📥 1.5K · ⭐ 1 · ⏱️ 31.01.2019):
```
ocker pull shogun/shogun
```

NeuPy (🥉22 · ⭐ 710 · 💀) - NeuPy是一个基于Tensorflow的python库，用于原型设计和构建。MIT

GitHub (👨‍💻 7 · 🔀 150 · 📦 130 · 📋 270 - 12% open · ⏱️ 02.09.2019):
```
it clone https://github.com/itdxer/neupy
```
PyPi (📥 3.5K / month):
```
ip install neupy
```

Haiku (🥉21 · ⭐ 2.1K) - 基于JAX的神经网络库。Apache-2

GitHub (👨‍💻 63 · 🔀 170 · 📦 540 · 📋 180 - 26% open · ⏱️ 25.08.2022):
```
it clone https://github.com/deepmind/dm-haiku
```

mace (🥉20 · ⭐ 4.7K) - MACE是针对移动设备优化的深度学习推理框架。Apache-2

GitHub (👨‍💻 64 · 🔀 790 · 📥 1.4K · 📋 660 - 7% open · ⏱️ 30.05.2022):
```
it clone https://github.com/XiaoMi/mace
```

Objax (🥉20 · ⭐ 720) - Objax是加速研究与应用的开源深度学习框架。Apache-2 jax

GitHub (👨‍💻 23 · 🔀 60 · 📦 25 · 📋 98 - 38% open · ⏱️ 12.07.2022):
```
it clone https://github.com/google/objax
```
PyPi (📥 440 / month):
```
ip install objax
```

MindsDB (🥉19 · ⭐ 9.7K) - 为各种现有数据库提供预测性AI层。❗️GPL-3.0

GitHub (👨‍💻 130 · 🔀 1K · 📋 1.2K - 11% open · ⏱️ 25.08.2022):
```
it clone https://github.com/mindsdb/mindsdb
```
PyPi (📥 2.9K / month):
```
ip install mindsdb
```

neon (🥉19 · ⭐ 3.9K · 💀) - 英特尔Nervana深度学习框架。Apache-2

GitHub (👨‍💻 110 · 🔀 800 · 📥 340 · 📋 390 - 21% open · ⏱️ 22.05.2019):
```
it clone https://github.com/NervanaSystems/neon
```
PyPi (📥 32 / month):
```
ip install nervananeon
```

ThunderSVM (🥉19 · ⭐ 1.4K) - ThunderSVM：在GPU和CPU上的快速SVM库。Apache-2

GitHub (👨‍💻 34 · 🔀 190 · 📥 2.5K · 📋 210 - 29% open · ⏱️ 09.04.2022):
```
it clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 350 / month):
```
ip install thundersvm
```

Torchbearer (🥉19 · ⭐ 630 · 💀) - torchbearer：PyTorch的模型拟合库。MIT

GitHub (👨‍💻 13 · 🔀 66 · 📦 64 · 📋 250 - 4% open · ⏱️ 26.03.2021):
```
it clone https://github.com/pytorchbearer/torchbearer
```
PyPi (📥 700 / month):
```
ip install torchbearer
```

elegy (🥉18 · ⭐ 400) - Elegy是Jax的与框架无关的Trainer工具。MIT jax

GitHub (👨‍💻 17 · 🔀 26 · 📋 100 - 34% open · ⏱️ 23.05.2022):
```
it clone https://github.com/poets-ai/elegy
```
PyPi (📥 1K / month):
```
ip install elegy
```

ThunderGBM (🥉17 · ⭐ 640) - ThunderGBM：GPU上的快速GBDT和随机森林。Apache-2

GitHub (👨‍💻 10 · 🔀 82 · 📋 74 - 50% open · ⏱️ 09.08.2022):
```
it clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 240 / month):
```
ip install thundergbm
```

NeoML (🥉15 · ⭐ 690) - neoml是可以用于深度学习和传统机器学习的工具库。Apache-2

GitHub (👨‍💻 32 · 🔀 110 · 📋 62 - 22% open · ⏱️ 24.08.2022):
```
it clone https://github.com/neoml-lib/neoml
```

StarSpace (🥉12 · ⭐ 3.8K · 💀) - 学习embedding嵌入用于分类，检索和排序。MIT

GitHub (👨‍💻 17 · 🔀 510 · 📋 200 - 24% open · ⏱️ 13.12.2019):
```
it clone https://github.com/facebookresearch/StarSpace
```

数据可视化

通用和特定于任务的数据可视化库。

Matplotlib (🥇36 · ⭐ 16K) - matplotlib：Python绘图工具库。❗Unlicensed

GitHub (👨‍💻 1.4K · 🔀 6.3K · 📦 610K · 📋 8.8K - 17% open · ⏱️ 26.08.2022):
```
it clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 28M / month):
```
ip install matplotlib
```
Conda (📥 13M · ⏱️ 25.08.2022):
```
onda install -c conda-forge matplotlib
```

pandas-profiling (🥇33 · ⭐ 9.4K) - 从pandas DataFrame创建HTML分析报告。MIT

GitHub (👨‍💻 92 · 🔀 1.3K · 📦 8.8K · 📋 580 - 19% open · ⏱️ 25.08.2022):
```
it clone https://github.com/pandas-profiling/pandas-profiling
```
PyPi (📥 1.2M / month):
```
ip install pandas-profiling
```

Conda (📥 270K · ⏱️ 02.05.2022):

onda install -c conda-forge pandas-profiling

Altair (🥇33 · ⭐ 7.7K) - 用于Python的声明式统计可视化库。BSD-3

GitHub (👨‍💻 140 · 🔀 650 · 📦 32K · 📋 1.6K - 13% open · ⏱️ 23.08.2022):
```
it clone https://github.com/altair-viz/altair
```
PyPi (📥 7.3M / month):
```
ip install altair
```
Conda (📥 1.3M · ⏱️ 29.12.2021):
```
onda install -c conda-forge altair
```

dash (🥇32 · ⭐ 17K) - 适用于Python，R，Julia和Jupyter的分析型Web应用程序。MIT

GitHub (👨‍💻 120 · 🔀 1.7K · 📦 220 · 📋 1.3K - 47% open · ⏱️ 19.08.2022):
```
it clone https://github.com/plotly/dash
```
PyPi (📥 1M / month):
```
ip install dash
```
Conda (📥 590K · ⏱️ 03.08.2022):
```
onda install -c conda-forge dash
```

Plotly (🥇32 · ⭐ 12K) - 适用于Python的交互式图形库（包括Plotly Express）。MIT

GitHub (👨‍💻 200 · 🔀 2.1K · 📦 12 · 📋 2.4K - 49% open · ⏱️ 11.08.2022):
```
it clone https://github.com/plotly/plotly.py
```
PyPi (📥 8.6M / month):
```
ip install plotly
```
Conda (📥 3M · ⏱️ 14.08.2022):
```
onda install -c conda-forge plotly
```
NPM (📥 46K / month):
```
pm install plotlywidget
```

UMAP (🥇32 · ⭐ 5.7K) - 均匀流形逼近和投影。BSD-3

GitHub (👨‍💻 100 · 🔀 630 · 📦 6K · 📋 640 - 52% open · ⏱️ 23.08.2022):
```
it clone https://github.com/lmcinnes/umap
```
PyPi (📥 650K / month):
```
ip install umap-learn
```

Graphviz (🥈30 · ⭐ 1.3K) - Graphviz的简单Python界面。MIT

GitHub (👨‍💻 19 · 🔀 180 · 📦 34K · 📋 140 - 4% open · ⏱️ 27.07.2022):
```
it clone https://github.com/xflr6/graphviz
```
PyPi (📥 10M / month):
```
ip install graphviz
```

Seaborn (🥈29 · ⭐ 9.7K · 📉) - 使用matplotlib进行统计数据可视化。BSD-3

GitHub (👨‍💻 170 · 🔀 1.6K · 📥 230 · 📋 2.1K - 4% open · ⏱️ 26.08.2022):
```
it clone https://github.com/mwaskom/seaborn
```
PyPi (📥 7.6M / month):
```
ip install seaborn
```
Conda (📥 4.5M · ⏱️ 16.08.2021):
```
onda install -c conda-forge seaborn
```

datashader (🥈29 · ⭐ 2.8K) - 快速准确地渲染大数据。BSD-3

GitHub (👨‍💻 49 · 🔀 340 · 📦 1.3K · 📋 500 - 23% open · ⏱️ 10.08.2022):
```
it clone https://github.com/holoviz/datashader
```
PyPi (📥 42K / month):
```
ip install datashader
```
Conda (📥 370K · ⏱️ 10.08.2022):
```
onda install -c conda-forge datashader
```

Bokeh (🥈28 · ⭐ 17K) - 浏览器中的Python交互式数据可视化。BSD-3

GitHub (👨‍💻 610 · 🔀 3.9K · 📦 150 · 📋 7K - 9% open · ⏱️ 24.08.2022):
```
it clone https://github.com/bokeh/bokeh
```
PyPi (📥 3.7M / month):
```
ip install bokeh
```
Conda (📥 8.3M · ⏱️ 15.08.2022):
```
onda install -c conda-forge bokeh
```

pyecharts (🥈28 · ⭐ 13K) - Python Echarts绘图库。MIT

GitHub (👨‍💻 30 · 🔀 2.7K · 📦 2.4K · 📋 1.6K - 1% open · ⏱️ 25.04.2022):
```
it clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 44K / month):
```
ip install pyecharts
```

missingno (🥈28 · ⭐ 3.3K) - 在缺失值和混乱数据下，用于数据可视化的python模块。MIT

GitHub (👨‍💻 17 · 🔀 410 · 📦 8.3K · 📋 120 - 6% open · ⏱️ 27.02.2022):
```
it clone https://github.com/ResidentMario/missingno
```
PyPi (📥 1M / month):
```
ip install missingno
```
Conda (📥 210K · ⏱️ 15.02.2020):
```
onda install -c conda-forge missingno
```

D-Tale (🥈27 · ⭐ 3.6K) - pandas数据结构的可视化工具。❗️LGPL-2.1

GitHub (👨‍💻 27 · 🔀 290 · 📦 460 · 📋 470 - 8% open · ⏱️ 07.08.2022):
```
it clone https://github.com/man-group/dtale
```
PyPi (📥 100K / month):
```
ip install dtale
```
Conda (📥 150K · ⏱️ 07.08.2022):
```
onda install -c conda-forge dtale
```

bqplot (🥈27 · ⭐ 3.3K) - 用于IPython / Jupyter笔记本的绘图库。Apache-2

GitHub (👨‍💻 59 · 🔀 440 · 📦 34 · 📋 570 - 36% open · ⏱️ 22.08.2022):
```
it clone https://github.com/bqplot/bqplot
```
PyPi (📥 81K / month):
```
ip install bqplot
```
Conda (📥 1M · ⏱️ 22.08.2022):
```
onda install -c conda-forge bqplot
```
NPM (📥 9.3K / month):
```
pm install bqplot
```

data-validation (🥈27 · ⭐ 660) - 用于探索和验证机器学习的库。Apache-2

GitHub (👨‍💻 24 · 🔀 130 · 📥 370 · 📦 540 · 📋 150 - 16% open · ⏱️ 24.08.2022):
```
it clone https://github.com/tensorflow/data-validation
```
PyPi (📥 1.1M / month):
```
ip install tensorflow-data-validation
```

hvPlot (🥈27 · ⭐ 620) - 用于构建的pandas，dask，xarray和networkx的高级绘图API。BSD-3

GitHub (👨‍💻 37 · 🔀 73 · 📦 1.6K · 📋 480 - 37% open · ⏱️ 25.08.2022):
```
it clone https://github.com/holoviz/hvplot
```
PyPi (📥 160K / month):
```
ip install hvplot
```
Conda (📥 210K · ⏱️ 09.05.2022):
```
onda install -c conda-forge hvplot
```

wordcloud (🥈26 · ⭐ 8.9K) - Python中的词云生成器。MIT

GitHub (👨‍💻 65 · 🔀 2.2K · 📋 470 - 20% open · ⏱️ 27.06.2022):
```
it clone https://github.com/amueller/word_cloud
```
PyPi (📥 690K / month):
```
ip install wordcloud
```
Conda (📥 310K · ⏱️ 25.08.2022):
```
onda install -c conda-forge wordcloud
```

Cufflinks (🥈26 · ⭐ 2.6K · 💀) - Plotly + Pandas的生产力工具。MIT

GitHub (👨‍💻 38 · 🔀 600 · 📦 6.5K · 📋 210 - 41% open · ⏱️ 25.02.2021):
```
it clone https://github.com/santosjorge/cufflinks
```
PyPi (📥 310K / month):
```
ip install cufflinks
```

HoloViews (🥈26 · ⭐ 2.3K) - 使用Holoviews，您的数据可以可视化。BSD-3

GitHub (👨‍💻 120 · 🔀 350 · 📋 2.8K - 31% open · ⏱️ 22.08.2022):
```
it clone https://github.com/holoviz/holoviews
```
PyPi (📥 380K / month):
```
ip install holoviews
```
Conda (📥 850K · ⏱️ 07.07.2022):
```
onda install -c conda-forge holoviews
```
NPM (📥 840 / month):
```
pm install @pyviz/jupyterlab_pyviz
```

PyVista (🥈26 · ⭐ 1.4K) - 通过简化的界面进行3D绘图和网格分析。MIT

GitHub (👨‍💻 100 · 🔀 280 · 📥 660 · 📦 900 · 📋 920 - 28% open · ⏱️ 26.08.2022):
```
it clone https://github.com/pyvista/pyvista
```
PyPi (📥 46K / month):
```
ip install pyvista
```
Conda (📥 210K · ⏱️ 01.08.2022):
```
onda install -c conda-forge pyvista
```

Facets Overview (🥉25 · ⭐ 7K · 💀) - 机器学习数据集的可视化。Apache-2

GitHub (👨‍💻 28 · 🔀 850 · 📦 130 · 📋 150 - 50% open · ⏱️ 06.05.2021):
```
it clone https://github.com/pair-code/facets
```
PyPi (📥 300K / month):
```
ip install facets-overview
```

Chartify (🥉25 · ⭐ 3.2K · 💀) - Python库，使数据科学家可以轻松创建。Apache-2

GitHub (👨‍💻 21 · 🔀 280 · 📦 65 · 📋 72 - 56% open · ⏱️ 05.02.2021):
```
it clone https://github.com/spotify/chartify
```
PyPi (📥 10K / month):
```
ip install chartify
```
Conda (📥 21K · ⏱️ 07.11.2020):
```
onda install -c conda-forge chartify
```

VisPy (🥉24 · ⭐ 2.9K) - 高性能交互式2D / 3D数据可视化库。❗Unlicensed

GitHub (👨‍💻 180 · 🔀 580 · 📦 820 · 📋 1.3K - 20% open · ⏱️ 24.08.2022):
```
it clone https://github.com/vispy/vispy
```
PyPi (📥 51K / month):
```
ip install vispy
```
Conda (📥 270K · ⏱️ 05.07.2022):
```
onda install -c conda-forge vispy
```
NPM (📥 10 / month):
```
pm install vispy
```

HyperTools (🥉24 · ⭐ 1.7K) - 一个Python工具箱，用于获得对高维的几何洞察力。MIT

GitHub (👨‍💻 21 · 🔀 150 · 📥 20 · 📦 210 · 📋 190 - 35% open · ⏱️ 12.02.2022):
```
it clone https://github.com/ContextLab/hypertools
```
PyPi (📥 550 / month):
```
ip install hypertools
```

pythreejs (🥉24 · ⭐ 830) - Jupyter-Three.js桥。❗Unlicensed

GitHub (👨‍💻 30 · 🔀 170 · 📦 21 · 📋 220 - 23% open · ⏱️ 25.08.2022):
```
it clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (📥 64K / month):
```
ip install pythreejs
```
Conda (📥 410K · ⏱️ 25.08.2022):
```
onda install -c conda-forge pythreejs
```
NPM (📥 4.6K / month):
```
pm install jupyter-threejs
```

PyQtGraph (🥉23 · ⭐ 2.9K) - 用于科学/工程的快速数据可视化和GUI工具。❗Unlicensed

GitHub (👨‍💻 230 · 🔀 930 · 📋 1K - 31% open · ⏱️ 24.08.2022):
```
it clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 100K / month):
```
ip install pyqtgraph
```
Conda (📥 280K · ⏱️ 05.03.2022):
```
onda install -c conda-forge pyqtgraph
```

FiftyOne (🥉23 · ⭐ 1.8K) - 可视化，创建和调试图像和视频数据集。Apache-2

GitHub (👨‍💻 46 · 🔀 220 · 📦 160 · 📋 890 - 31% open · ⏱️ 25.08.2022):
```
it clone https://github.com/voxel51/fiftyone
```
PyPi (📥 21K / month):
```
ip install fiftyone
```

openTSNE (🥉23 · ⭐ 1K) - t-SNE的可扩展并行实现。BSD-3

GitHub (👨‍💻 10 · 🔀 120 · 📦 380 · 📋 110 - 5% open · ⏱️ 18.03.2022):
```
it clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 21K / month):
```
ip install opentsne
```
Conda (📥 150K · ⏱️ 27.05.2022):
```
onda install -c conda-forge opentsne
```

python-ternary (🥉23 · ⭐ 580) - 带有matplotlib的python三元绘图库。MIT

GitHub (👨‍💻 27 · 🔀 140 · 📥 18 · 📦 100 · 📋 130 - 25% open · ⏱️ 27.02.2022):
```
it clone https://github.com/marcharper/python-ternary
```
PyPi (📥 27K / month):
```
ip install python-ternary
```

Conda (📥 66K · ⏱️ 17.02.2021):

onda install -c conda-forge python-ternary

Sweetviz (🥉22 · ⭐ 2.1K) - 可视化和比较数据集，目标值和相关性。MIT

GitHub (👨‍💻 6 · 🔀 210 · 📋 100 - 28% open · ⏱️ 08.06.2022):
```
it clone https://github.com/fbdesignpro/sweetviz
```
PyPi (📥 64K / month):
```
ip install sweetviz
```

lets-plot (🥉22 · ⭐ 780) - 一个用于统计数据的开源绘图库。MIT

GitHub (👨‍💻 17 · 🔀 34 · 📥 300 · 📦 17 · 📋 270 - 27% open · ⏱️ 23.08.2022):
```
it clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 1.8K / month):
```
ip install lets-plot
```

PDPbox (🥉22 · ⭐ 700 · 💀) - python部分依赖图工具箱。MIT

GitHub (👨‍💻 7 · 🔀 110 · 📦 510 · 📋 60 - 36% open · ⏱️ 14.03.2021):
```
it clone https://github.com/SauceCat/PDPbox
```
PyPi (📥 34K / month):
```
ip install pdpbox
```
Conda (📥 13K · ⏱️ 14.03.2021):
```
onda install -c conda-forge pdpbox
```

Perspective (🥉21 · ⭐ 4.8K) - 通过WebAssembly进行流式透视显示。Apache-2

GitHub (👨‍💻 72 · 🔀 490 · 📦 4 · 📋 540 - 14% open · ⏱️ 25.08.2022):
```
it clone https://github.com/finos/perspective
```
PyPi (📥 3K / month):
```
ip install perspective-python
```

NPM (📥 1.4K / month):

pm install @finos/perspective-jupyterlab

plotnine (🥉21 · ⭐ 3.2K) - Python的图形语法。MIT

GitHub (👨‍💻 96 · 🔀 170 · 📋 500 - 13% open · ⏱️ 01.07.2022):
```
it clone https://github.com/has2k1/plotnine
```
PyPi (📥 350K / month):
```
ip install plotnine
```
Conda (📥 190K · ⏱️ 02.07.2022):
```
onda install -c conda-forge plotnine
```

Multicore-TSNE (🥉21 · ⭐ 1.7K · 💀) - 使用Python和Torch并行执行t-SNE。BSD-3

GitHub (👨‍💻 15 · 🔀 200 · 📦 310 · 📋 58 - 63% open · ⏱️ 19.08.2020):
```
it clone https://github.com/DmitryUlyanov/Multicore-TSNE
```
PyPi (📥 19K / month):
```
ip install MulticoreTSNE
```

Conda (📥 18K · ⏱️ 09.11.2021):

onda install -c conda-forge multicore-tsne

AutoViz (🥉20 · ⭐ 890) - 自动显示任意行的任何大小的任何数据集。Apache-2

GitHub (👨‍💻 12 · 🔀 120 · 📦 240 · 📋 59 - 5% open · ⏱️ 10.08.2022):
```
it clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 52K / month):
```
ip install autoviz
```

PyWaffle (🥉20 · ⭐ 500) - 用Python作图。MIT

GitHub (👨‍💻 6 · 🔀 92 · 📦 150 · 📋 18 - 22% open · ⏱️ 08.06.2022):
```
it clone https://github.com/gyli/PyWaffle
```
PyPi (📥 8.3K / month):
```
ip install pywaffle
```

PandasGUI (🥉19 · ⭐ 2.7K) - pandas Dataframe的GUI。❗️MIT-0

GitHub (👨‍💻 13 · 🔀 180 · 📦 170 · 📋 160 - 27% open · ⏱️ 16.03.2022):
```
it clone https://github.com/adamerose/pandasgui
```
PyPi (📥 3.7K / month):
```
ip install pandasgui
```

HiPlot (🥉19 · ⭐ 2.3K) - HiPlot使理解高维数据变得容易。MIT

GitHub (👨‍💻 8 · 🔀 120 · 📦 5 · 📋 80 - 15% open · ⏱️ 05.07.2022):
```
it clone https://github.com/facebookresearch/hiplot
```
PyPi (📥 27K / month):
```
ip install hiplot
```
Conda (📥 98K · ⏱️ 31.05.2022):
```
onda install -c conda-forge hiplot
```

pivottablejs (🥉19 · ⭐ 470 · 💀) - Jupyter/IPython的Dragndrop数据透视表和图表。❗Unlicensed

GitHub (👨‍💻 3 · 🔀 62 · 📦 260 · 📋 58 - 29% open · ⏱️ 04.12.2018):
```
it clone https://github.com/nicolaskruchten/jupyter_pivottablejs
```
PyPi (📥 14K / month):
```
ip install pivottablejs
```

joypy (🥉19 · ⭐ 440 · 💤) - 带有matplotlib和pandas的Python中的Joyplots。MIT

GitHub (👨‍💻 6 · 🔀 47 · 📦 190 · 📋 47 - 21% open · ⏱️ 19.12.2021):
```
it clone https://github.com/sbebo/joypy
```
PyPi (📥 13K / month):
```
ip install joypy
```
Conda (📥 15K · ⏱️ 28.12.2020):
```
onda install -c conda-forge joypy
```

ivis (🥉19 · ⭐ 280) - 使用算法对非常大的数据集进行降维。Apache-2

GitHub (👨‍💻 10 · 🔀 35 · 📦 26 · 📋 57 - 5% open · ⏱️ 29.07.2022):
```
it clone https://github.com/beringresearch/ivis
```
PyPi (📥 330 / month):
```
ip install ivis
```

Pandas-Bokeh (🥉18 · ⭐ 800) - pandas和GeoPandas的Bokeh绘图后端。MIT

GitHub (👨‍💻 14 · 🔀 100 · 📋 98 - 31% open · ⏱️ 25.03.2022):
```
it clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 14K / month):
```
ip install pandas-bokeh
```

animatplot (🥉18 · ⭐ 400 · 💀) - 用于在patpliblib上构建动画图的python程序包。MIT

GitHub (👨‍💻 7 · 🔀 34 · 📦 35 · 📋 30 - 43% open · ⏱️ 05.10.2020):
```
it clone https://github.com/t-makaro/animatplot
```
PyPi (📥 260 / month):
```
ip install animatplot
```
Conda (📥 9K · ⏱️ 06.10.2020):
```
onda install -c conda-forge animatplot
```

vega (🥉18 · ⭐ 330) - 适用于Vega和Vega-Lite的IPython/Jupyter笔记本模块。BSD-3

GitHub (👨‍💻 11 · 🔀 55 · 📋 95 - 13% open · ⏱️ 01.08.2022):
```
it clone https://github.com/vega/ipyvega
```
PyPi (📥 7.3K / month):
```
ip install vega
```
Conda (📥 500K · ⏱️ 10.02.2022):
```
onda install -c conda-forge vega
```

pdvega (🥉16 · ⭐ 340 · 💀) - 使用Vega-Lite交互式绘制pandas数据图。MIT

GitHub (👨‍💻 9 · 🔀 31 · 📦 67 · 📋 26 - 61% open · ⏱️ 29.03.2019):
```
it clone https://github.com/altair-viz/pdvega
```
PyPi (📥 56 / month):
```
ip install pdvega
```

data-describe (🥉14 · ⭐ 290 · 💤) - 数据描述：Pythonic EDA数据科学加速器。❗Unlicensed

GitHub (👨‍💻 14 · 🔀 18 · 📋 240 - 28% open · ⏱️ 19.11.2021):
```
it clone https://github.com/data-describe/data-describe
```
PyPi (📥 2.6K / month):
```
ip install data-describe
```

nx-altair (🥉14 · ⭐ 200 · 💀) - 使用Altair绘制交互式NetworkX图形。MIT

GitHub (👨‍💻 3 · 🔀 23 · 📋 10 - 60% open · ⏱️ 02.06.2020):
```
it clone https://github.com/Zsailer/nx_altair
```
PyPi (📥 1.5K / month):
```
ip install nx-altair
```

nptsne (🥉11 · ⭐ 29 · 💀) - nptsne是numpy兼容的python二进制包。Apache-2

GitHub (👨‍💻 3 · 🔀 2 · 📦 4 · 📋 13 - 53% open · ⏱️ 03.02.2021):
```
it clone https://github.com/biovault/nptsne
```
PyPi (📥 70 / month):
```
ip install nptsne
```

文本数据和NLP

用于处理，清理，处理和分析文本数据的库，以及用于NLP任务的库，例如语言检测，模糊匹配，文本分类，seq2seq学习，智能对话，关键字提取和机器翻译。

spaCy (🥇38 · ⭐ 24K) - Python中的工业级自然语言处理（NLP）工具包。MIT

GitHub (👨‍💻 700 · 🔀 3.8K · 📥 3.1K · 📦 43K · 📋 5.2K - 1% open · ⏱️ 23.08.2022):
```
it clone https://github.com/explosion/spaCy
```
PyPi (📥 4.7M / month):
```
ip install spacy
```
Conda (📥 2.8M · ⏱️ 27.07.2022):
```
onda install -c conda-forge spacy
```

transformers (🥇37 · ⭐ 69K) - transformers：先进的自然语言模型库。Apache-2

GitHub (👨‍💻 1.4K · 🔀 15K · 📥 1.5K · 📦 34K · 📋 9.9K - 4% open · ⏱️ 25.08.2022):
```
it clone https://github.com/huggingface/transformers
```
PyPi (📥 6.1M / month):
```
ip install transformers
```

Conda (📥 370K · ⏱️ 25.08.2022):

onda install -c conda-forge transformers

gensim (🥇36 · ⭐ 13K) - 主题模型工具库。❗️LGPL-2.1

GitHub (👨‍💻 430 · 🔀 4K · 📥 3.8K · 📦 36K · 📋 1.8K - 20% open · ⏱️ 22.08.2022):
```
it clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 4.9M / month):
```
ip install gensim
```
Conda (📥 860K · ⏱️ 29.07.2022):
```
onda install -c conda-forge gensim
```

sentence-transformers (🥇34 · ⭐ 8.3K) - BERT和XLNet的句子嵌入。Apache-2

GitHub (👨‍💻 93 · 🔀 1.6K · 📦 4K · 📋 1.5K - 51% open · ⏱️ 15.08.2022):
```
it clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 1.5M / month):
```
ip install sentence-transformers
```

AllenNLP (🥇33 · ⭐ 11K) - 基于PyTorch的开源NLP研究库。Apache-2

GitHub (👨‍💻 260 · 🔀 2.1K · 📥 47 · 📦 2.7K · 📋 2.5K - 3% open · ⏱️ 24.08.2022):
```
it clone https://github.com/allenai/allennlp
```
PyPi (📥 72K / month):
```
ip install allennlp
```

nltk (🥇33 · ⭐ 11K) - 用于符号和统计自然的库和程序套件。Apache-2

GitHub (👨‍💻 430 · 🔀 2.5K · 📦 150K · 📋 1.6K - 13% open · ⏱️ 29.07.2022):
```
it clone https://github.com/nltk/nltk
```
PyPi (📥 12M / month):
```
ip install nltk
```
Conda (📥 1.4M · ⏱️ 29.12.2021):
```
onda install -c conda-forge nltk
```

sentencepiece (🥇33 · ⭐ 6.1K) - 用于基于神经网络的文本的预处理器。Apache-2

GitHub (👨‍💻 68 · 🔀 810 · 📥 22K · 📦 17K · 📋 540 - 2% open · ⏱️ 21.08.2022):
```
it clone https://github.com/google/sentencepiece
```
PyPi (📥 5.6M / month):
```
ip install sentencepiece
```

Conda (📥 220K · ⏱️ 08.04.2022):

onda install -c conda-forge sentencepiece

ChatterBot (🥇32 · ⭐ 12K · 💀) - ChatterBot是机器学习的对话引擎。BSD-3

GitHub (👨‍💻 100 · 🔀 4K · 📦 4.5K · 📋 1.6K - 19% open · ⏱️ 01.06.2021):
```
it clone https://github.com/gunthercox/ChatterBot
```
PyPi (📥 71K / month):
```
ip install chatterbot
```

fastText (🥇31 · ⭐ 24K) - 用于快速文本表示和分类的库。MIT

GitHub (👨‍💻 59 · 🔀 4.3K · 📦 3.2K · 📋 1K - 41% open · ⏱️ 04.03.2022):
```
it clone https://github.com/facebookresearch/fastText
```
PyPi (📥 810K / month):
```
ip install fasttext
```
Conda (📥 36K · ⏱️ 16.04.2022):
```
onda install -c conda-forge fasttext
```

TextBlob (🥇31 · ⭐ 8.3K · 💤) - 包含情感分析、词性标注等等功能的NLP工具库。MIT

GitHub (👨‍💻 35 · 🔀 1K · 📥 100 · 📦 22K · 📋 250 - 37% open · ⏱️ 22.10.2021):
```
it clone https://github.com/sloria/TextBlob
```
PyPi (📥 860K / month):
```
ip install textblob
```
Conda (📥 170K · ⏱️ 24.02.2019):
```
onda install -c conda-forge textblob
```

flair (🥈30 · ⭐ 12K) - 一个用于最先进的自然语言处理的非常简单的框架。❗Unlicensed

GitHub (👨‍💻 230 · 🔀 1.6K · 📦 1.6K · 📋 1.9K - 6% open · ⏱️ 18.08.2022):
```
it clone https://github.com/flairNLP/flair
```
PyPi (📥 170K / month):
```
ip install flair
```

fuzzywuzzy (🥈30 · ⭐ 8.7K · 💤) - Python中的模糊字符串匹配。❗️GPL-2.0

GitHub (👨‍💻 70 · 🔀 870 · 📦 14K · 📋 180 - 43% open · ⏱️ 09.09.2021):
```
it clone https://github.com/seatgeek/fuzzywuzzy
```
PyPi (📥 7.3M / month):
```
ip install fuzzywuzzy
```
Conda (📥 380K · ⏱️ 18.11.2020):
```
onda install -c conda-forge fuzzywuzzy
```

fairseq (🥈29 · ⭐ 19K) - 用Python编写的Facebook AI Research Sequence-to-Sequence工具包。MIT

GitHub (👨‍💻 400 · 🔀 4.7K · 📥 260 · 📦 920 · 📋 3.5K - 18% open · ⏱️ 24.08.2022):
```
it clone https://github.com/pytorch/fairseq
```
PyPi (📥 40K / month):
```
ip install fairseq
```

TextDistance (🥈29 · ⭐ 2.9K) - 计算序列之间的距离，包含30多种算法。MIT

GitHub (👨‍💻 12 · 🔀 230 · 📥 830 · 📦 2.6K · ⏱️ 21.08.2022):
```
it clone https://github.com/life4/textdistance
```
PyPi (📥 640K / month):
```
ip install textdistance
```

Conda (📥 180K · ⏱️ 21.08.2022):

onda install -c conda-forge textdistance

TensorFlow Text (🥈29 · ⭐ 980) - TensorFlow文本处理。Apache-2

GitHub (👨‍💻 91 · 🔀 230 · 📦 2.2K · 📋 180 - 18% open · ⏱️ 22.08.2022):
```
it clone https://github.com/tensorflow/text
```
PyPi (📥 2.2M / month):
```
ip install tensorflow-text
```

GluonNLP (🥈28 · ⭐ 2.4K · 💤) - 可轻松进行文本预处理，数据集加载和处理的工具包。Apache-2

GitHub (👨‍💻 82 · 🔀 490 · 📦 920 · 📋 530 - 44% open · ⏱️ 24.08.2021):
```
it clone https://github.com/dmlc/gluon-nlp
```
PyPi (📥 160K / month):
```
ip install gluonnlp
```

DeepPavlov (🥈27 · ⭐ 5.8K) - 一个用于深度学习端到端对话的开源库。Apache-2

GitHub (👨‍💻 67 · 🔀 1K · 📦 280 · 📋 620 - 8% open · ⏱️ 31.05.2022):
```
it clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 8K / month):
```
ip install deeppavlov
```

OpenNMT (🥈27 · ⭐ 5.7K) - PyTorch中的开源神经机器翻译。MIT

GitHub (👨‍💻 180 · 🔀 2K · 📦 150 · 📋 1.3K - 6% open · ⏱️ 18.08.2022):
```
it clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 5.2K / month):
```
ip install OpenNMT-py
```

spark-nlp (🥈27 · ⭐ 2.9K) - 最先进的自然语言处理。Apache-2

GitHub (👨‍💻 130 · 🔀 570 · 📋 700 - 5% open · ⏱️ 24.08.2022):
```
it clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 2.4M / month):
```
ip install spark-nlp
```

spacy-transformers (🥈27 · ⭐ 1.1K) - 使用经过预训练的transformer模型，例如BERT，XLNet和GPT-2。MIT spacy

GitHub (👨‍💻 18 · 🔀 140 · 📦 610 · ⏱️ 23.08.2022):
```
it clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 100K / month):
```
ip install spacy-transformers
```

ParlAI (🥈26 · ⭐ 9.4K) - 一个用于训练和评估AI模型的框架。MIT

GitHub (👨‍💻 200 · 🔀 1.8K · 📦 87 · 📋 1.4K - 5% open · ⏱️ 25.08.2022):
```
it clone https://github.com/facebookresearch/ParlAI
```
PyPi (📥 3.4K / month):
```
ip install parlai
```

Tokenizers (🥈26 · ⭐ 5.8K) - 针对研究和应用进行了优化的快速最先进的分词器。Apache-2

GitHub (👨‍💻 59 · 🔀 480 · 📦 51 · 📋 650 - 30% open · ⏱️ 25.08.2022):
```
it clone https://github.com/huggingface/tokenizers
```
PyPi (📥 5.9M / month):
```
ip install tokenizers
```
Conda (📥 330K · ⏱️ 21.05.2022):
```
onda install -c conda-forge tokenizers
```

Sumy (🥈26 · ⭐ 2.9K) - 自动汇总文本文档和HTML页面的模块。Apache-2

GitHub (👨‍💻 23 · 🔀 470 · 📦 1.4K · 📋 110 - 15% open · ⏱️ 31.07.2022):
```
it clone https://github.com/miso-belica/sumy
```
PyPi (📥 21K / month):
```
ip install sumy
```

jellyfish (🥈26 · ⭐ 1.7K · 💤) - 一个python库，用于进行文本相似度和距离计算。BSD-2

GitHub (👨‍💻 25 · 🔀 140 · 📦 4.1K · 📋 110 - 10% open · ⏱️ 07.01.2022):
```
it clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 2.6M / month):
```
ip install jellyfish
```
Conda (📥 300K · ⏱️ 08.04.2022):
```
onda install -c conda-forge jellyfish
```

Rasa (🥈25 · ⭐ 15K) - 开源机器学习框架，可处理文本和语音多场景问题。Apache-2

GitHub (👨‍💻 550 · 🔀 4K · 📋 6.6K - 12% open · ⏱️ 24.08.2022):
```
it clone https://github.com/RasaHQ/rasa
```
PyPi (📥 170K / month):
```
ip install rasa
```

stanza (🥈25 · ⭐ 6.2K) - 斯坦福NLP官方Python语言库，支持多种语言。❗Unlicensed

GitHub (👨‍💻 48 · 🔀 790 · 📦 1.2K · 📋 720 - 11% open · ⏱️ 23.04.2022):
```
it clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 330K / month):
```
ip install stanza
```
Conda (📥 5.6K · ⏱️ 23.04.2022):
```
onda install -c stanfordnlp stanza
```

ftfy (🥈25 · ⭐ 3.3K) - 修复Unicode文本中的故障功能的工具库。MIT

GitHub (👨‍💻 18 · 🔀 110 · 📦 6.6K · 📋 130 - 9% open · ⏱️ 09.02.2022):
```
it clone https://github.com/LuminosoInsight/python-ftfy
```
PyPi (📥 2.1M / month):
```
ip install ftfy
```
Conda (📥 180K · ⏱️ 13.03.2022):
```
onda install -c conda-forge ftfy
```

fastNLP (🥈25 · ⭐ 2.7K) - fastNLP：模块化和可扩展的NLP框架。Apache-2

GitHub (👨‍💻 59 · 🔀 420 · 📥 66 · 📦 90 · 📋 190 - 22% open · ⏱️ 23.08.2022):
```
it clone https://github.com/fastnlp/fastNLP
```
PyPi (📥 2.5K / month):
```
ip install fastnlp
```

neuralcoref (🥈25 · ⭐ 2.6K · 💀) - 基于SpaCy的神经网络实现快速共指解析。MIT

GitHub (👨‍💻 21 · 🔀 440 · 📥 450 · 📦 520 · 📋 300 - 16% open · ⏱️ 22.06.2021):
```
it clone https://github.com/huggingface/neuralcoref
```
PyPi (📥 270K / month):
```
ip install neuralcoref
```

Conda (📥 12K · ⏱️ 21.02.2020):

onda install -c conda-forge neuralcoref

PyTextRank (🥈25 · ⭐ 1.9K) - TextRank的Python实现。MIT

GitHub (👨‍💻 18 · 🔀 300 · 📦 280 · 📋 89 - 19% open · ⏱️ 27.07.2022):
```
it clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 70K / month):
```
ip install pytextrank
```

SciSpacy (🥈25 · ⭐ 1.2K) - 完整的科学/生物医学的SpaCy应用案例。Apache-2

GitHub (👨‍💻 24 · 🔀 160 · 📦 500 · 📋 260 - 10% open · ⏱️ 04.08.2022):
```
it clone https://github.com/allenai/scispacy
```
PyPi (📥 21K / month):
```
ip install scispacy
```

pyahocorasick (🥈25 · ⭐ 740) - Python文本工具库。BSD-3

GitHub (👨‍💻 24 · 🔀 110 · 📦 1.2K · 📋 120 - 20% open · ⏱️ 04.05.2022):
```
it clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 400K / month):
```
ip install pyahocorasick
```

Conda (📥 150K · ⏱️ 15.04.2022):

onda install -c conda-forge pyahocorasick

Ciphey (🥈24 · ⭐ 11K) - 在不知道密钥或密码的情况下自动解密加密。MIT

GitHub (👨‍💻 46 · 🔀 650 · 📋 290 - 15% open · ⏱️ 28.06.2022):
```
it clone https://github.com/Ciphey/Ciphey
```
PyPi (📥 23K / month):
```
ip install ciphey
```
Docker Hub (📥 16K · ⭐ 8 · ⏱️ 27.05.2022):
```
ocker pull remnux/ciphey
```

vaderSentiment (🥈24 · ⭐ 3.7K) - VADER情感分析。MIT

GitHub (👨‍💻 11 · 🔀 880 · 📦 4.1K · 📋 110 - 31% open · ⏱️ 01.04.2022):
```
it clone https://github.com/cjhutto/vaderSentiment
```
PyPi (📥 190K / month):
```
ip install vadersentiment
```

torchtext (🥈24 · ⭐ 3.1K) - 文本和NLP的数据加载器和抽象。BSD-3

GitHub (👨‍💻 140 · 🔀 700 · 📋 670 - 33% open · ⏱️ 19.08.2022):
```
it clone https://github.com/pytorch/text
```
PyPi (📥 270K / month):
```
ip install torchtext
```

pytorch-nlp (🥈24 · ⭐ 2.1K · 💀) - PyTorch自然语言处理（NLP）的基本实用程序。BSD-3

GitHub (👨‍💻 18 · 🔀 250 · 📦 410 · 📋 67 - 26% open · ⏱️ 10.07.2021):
```
it clone https://github.com/PetrochukM/PyTorch-NLP
```
PyPi (📥 6K / month):
```
ip install pytorch-nlp
```

CLTK (🥈24 · ⭐ 740) - 古典语言工具包。MIT

GitHub (👨‍💻 120 · 🔀 310 · 📥 25 · 📦 210 · 📋 530 - 5% open · ⏱️ 20.07.2022):
```
it clone https://github.com/cltk/cltk
```
PyPi (📥 480 / month):
```
ip install cltk
```

flashtext (🥉23 · ⭐ 5.2K · 💀) - 从句子中提取关键字或替换句子中的关键字。MIT

GitHub (👨‍💻 7 · 🔀 570 · 📦 850 · 📋 100 - 49% open · ⏱️ 03.05.2020):
```
it clone https://github.com/vi3k6i5/flashtext
```
PyPi (📥 730K / month):
```
ip install flashtext
```

Dedupe (🥉23 · ⭐ 3.5K) - 一个用于准确和可扩展的模糊匹配的python库。MIT

GitHub (👨‍💻 64 · 🔀 460 · 📦 230 · 📋 760 - 7% open · ⏱️ 17.08.2022):
```
it clone https://github.com/dedupeio/dedupe
```
PyPi (📥 330K / month):
```
ip install dedupe
```

snowballstemmer (🥉23 · ⭐ 580 · 💤) - Snowball编译器和词干算法。BSD-3

GitHub (👨‍💻 28 · 🔀 160 · 📦 4 · 📋 60 - 26% open · ⏱️ 17.12.2021):
```
it clone https://github.com/snowballstem/snowball
```
PyPi (📥 7.6M / month):
```
ip install snowballstemmer
```

Conda (📥 4.9M · ⏱️ 17.11.2021):

onda install -c conda-forge snowballstemmer

pySBD (🥉23 · ⭐ 470 · 💀) - pySBD（Python句子边界歧义消除）。MIT

GitHub (👨‍💻 6 · 🔀 58 · 📦 390 · 📋 65 - 21% open · ⏱️ 11.02.2021):
```
it clone https://github.com/nipunsadvilkar/pySBD
```
PyPi (📥 52K / month):
```
ip install pysbd
```

stop-words (🥉23 · ⭐ 140 · 💀) - 获取Python中各种语言的常用停用词表。BSD-3

GitHub (👨‍💻 8 · 🔀 26 · 📦 1.6K · 📋 12 - 25% open · ⏱️ 23.07.2018):
```
it clone https://github.com/Alir3z4/python-stop-words
```
PyPi (📥 550K / month):
```
ip install stop-words
```

textgenrnn (🥉22 · ⭐ 4.7K · 💀) - 轻松地训练自己的文本生成神经网络。❗Unlicensed

GitHub (👨‍💻 19 · 🔀 720 · 📥 740 · 📦 1K · 📋 220 - 57% open · ⏱️ 14.07.2020):
```
it clone https://github.com/minimaxir/textgenrnn
```
PyPi (📥 460 / month):
```
ip install textgenrnn
```

NeMo (🥉22 · ⭐ 4.6K) - NeMo：用于智能对话的工具包。Apache-2

GitHub (👨‍💻 170 · 🔀 1.1K · 📥 15K · 📋 1.2K - 3% open · ⏱️ 25.08.2022):
```
it clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 18K / month):
```
ip install nemo-toolkit
```

T5 (🥉22 · ⭐ 4.4K) - 探索迁移学习的论文源码Apache-2

GitHub (👨‍💻 50 · 🔀 590 · 📦 110 · 📋 390 - 12% open · ⏱️ 10.08.2022):
```
it clone https://github.com/google-research/text-to-text-transfer-transformer
```
PyPi (📥 11K / month):
```
ip install t5
```

phonenumbers (🥉22 · ⭐ 3.1K) - Google的libphonenumber的Python端口。Apache-2

GitHub (👨‍💻 26 · 🔀 370 · 📋 150 - 2% open · ⏱️ 19.08.2022):
```
it clone https://github.com/daviddrysdale/python-phonenumbers
```
PyPi (📥 4.6M / month):
```
ip install phonenumbers
```

Conda (📥 610K · ⏱️ 19.08.2022):

onda install -c conda-forge phonenumbers

langid (🥉22 · ⭐ 2K · 💀) - 独立的语言识别系统。❗Unlicensed

GitHub (👨‍💻 9 · 🔀 280 · 📦 1.1K · 📋 71 - 35% open · ⏱️ 15.07.2017):
```
it clone https://github.com/saffsd/langid.py
```
PyPi (📥 380K / month):
```
ip install langid
```

scattertext (🥉22 · ⭐ 1.9K) - 文件之间语言分布的漂亮可视化效果。Apache-2

GitHub (👨‍💻 12 · 🔀 250 · 📦 310 · 📋 89 - 17% open · ⏱️ 26.03.2022):
```
it clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 2.4K / month):
```
ip install scattertext
```

Conda (📥 66K · ⏱️ 26.03.2022):

onda install -c conda-forge scattertext

anaGo (🥉22 · ⭐ 1.5K · 💀) - 双向LSTM-CRF和ELMo实现，可用于命名实体识别和文本分类等任务。MIT

GitHub (👨‍💻 11 · 🔀 360 · 📦 30 · 📋 110 - 33% open · ⏱️ 01.04.2021):
```
it clone https://github.com/Hironsan/anago
```
PyPi (📥 1.2K / month):
```
ip install anago
```

sense2vec (🥉22 · ⭐ 1.4K · 💤) - 上下文相关性构建词向量。MIT

GitHub (👨‍💻 17 · 🔀 220 · 📥 36K · 📦 170 · 📋 110 - 18% open · ⏱️ 16.08.2021):
```
it clone https://github.com/explosion/sense2vec
```
PyPi (📥 3.5K / month):
```
ip install sense2vec
```
Conda (📥 27K · ⏱️ 14.07.2021):
```
onda install -c conda-forge sense2vec
```

Snips NLU (🥉21 · ⭐ 3.7K · 💀) - 从文本中提取含义的Python库。Apache-2

GitHub (👨‍💻 22 · 🔀 490 · 📋 260 - 23% open · ⏱️ 03.05.2021):
```
it clone https://github.com/snipsco/snips-nlu
```
PyPi (📥 2.3K / month):
```
ip install snips-nlu
```

Texthero (🥉21 · ⭐ 2.5K) - 文本预处理，表示和可视化从入门到精通。MIT

GitHub (👨‍💻 19 · 🔀 220 · 📥 92 · 📋 110 - 45% open · ⏱️ 19.07.2022):
```
it clone https://github.com/jbesomi/texthero
```
PyPi (📥 23K / month):
```
ip install texthero
```

Texar (🥉21 · ⭐ 2.3K · 💀) - 机器学习，自然语言处理等工具包。Apache-2

GitHub (👨‍💻 43 · 🔀 360 · 📦 26 · 📋 160 - 19% open · ⏱️ 29.07.2020):
```
it clone https://github.com/asyml/texar
```
PyPi (📥 65 / month):
```
ip install texar
```

polyglot (🥉21 · ⭐ 2K · 💀) - 多语言文本（NLP）处理工具包。❗Unlicensed

GitHub (👨‍💻 26 · 🔀 310 · 📦 750 · 📋 210 - 68% open · ⏱️ 22.09.2020):
```
it clone https://github.com/aboSamoor/polyglot
```
PyPi (📥 53K / month):
```
ip install polyglot
```

YouTokenToMe (🥉21 · ⭐ 820 · 💀) - 用于基于神经网络的文本的预处理器。MIT

GitHub (👨‍💻 6 · 🔀 61 · 📦 290 · 📋 54 - 55% open · ⏱️ 28.01.2021):
```
it clone https://github.com/vkcom/youtokentome
```
PyPi (📥 30K / month):
```
ip install youtokentome
```

inflect (🥉21 · ⭐ 690) - 辅助功能，正确生成复数，序数，不定冠词，转换数字。MIT

GitHub (👨‍💻 45 · 🔀 74 · 📋 91 - 18% open · ⏱️ 26.08.2022):
```
it clone https://github.com/jaraco/inflect
```
PyPi (📥 2.5M / month):
```
ip install inflect
```
Conda (📥 240K · ⏱️ 31.07.2022):
```
onda install -c conda-forge inflect
```

PyText (🥉20 · ⭐ 6.4K) - 基于PyTorch的自然语言建模框架。❗Unlicensed

GitHub (👨‍💻 230 · 🔀 790 · 📥 300 · 📦 110 · 📋 140 - 45% open · ⏱️ 11.08.2022):
```
it clone https://github.com/facebookresearch/pytext
```
PyPi (📥 180 / month):
```
ip install pytext-nlp
```

MatchZoo (🥉20 · ⭐ 3.7K · 💀) - 便于深层设计，比较和共享的工具库。Apache-2

GitHub (👨‍💻 36 · 🔀 900 · 📦 11 · 📋 460 - 7% open · ⏱️ 02.06.2021):
```
it clone https://github.com/NTMC-Community/MatchZoo
```
PyPi (📥 63 / month):
```
ip install matchzoo
```

NLP Architect (🥉20 · ⭐ 2.9K) - 用于探索最先进的深度学习的模型库。Apache-2

GitHub (👨‍💻 37 · 🔀 430 · 📦 8 · 📋 130 - 11% open · ⏱️ 29.06.2022):
```
it clone https://github.com/IntelLabs/nlp-architect
```
PyPi (📥 170 / month):
```
ip install nlp-architect
```

FARM (🥉20 · ⭐ 1.6K) - NLP的快速和轻松迁移学习。Apache-2

GitHub (👨‍💻 37 · 🔀 220 · 📋 400 - 0% open · ⏱️ 25.04.2022):
```
it clone https://github.com/deepset-ai/FARM
```
PyPi (📥 4.4K / month):
```
ip install farm
```

DELTA (🥉20 · ⭐ 1.5K · 💀) - DELTA是一个基于深度学习的自然语言和语音处理平台。Apache-2

GitHub (👨‍💻 41 · 🔀 290 · 📋 75 - 1% open · ⏱️ 17.12.2020):
```
it clone https://github.com/Delta-ML/delta
```
PyPi (📥 14 / month):
```
ip install delta-nlp
```
Docker Hub (📥 13K · ⏱️ 03.08.2021):
```
ocker pull zh794390558/delta
```

pyfasttext (🥉20 · ⭐ 230 · 💀) - fastText的另一个Python接口。❗️GPL-3.0

GitHub (👨‍💻 4 · 🔀 30 · 📥 350 · 📦 240 · 📋 49 - 42% open · ⏱️ 08.12.2018):
```
it clone https://github.com/vrasneur/pyfasttext
```
PyPi (📥 3.4K / month):
```
ip install pyfasttext
```

haystack (🥉19 · ⭐ 5.2K) - 用于构建自然语言搜索的端到端Python框架。Apache-2

GitHub (👨‍💻 140 · 🔀 830 · 📥 15 · 📋 1.5K - 14% open · ⏱️ 25.08.2022):
```
it clone https://github.com/deepset-ai/haystack
```
PyPi (📥 870 / month):
```
ip install haystack
```

Kashgari (🥉19 · ⭐ 2.3K · 💀) - Kashgari是工业级的NLP迁移学习框架。Apache-2

GitHub (👨‍💻 21 · 🔀 440 · 📦 54 · 📋 370 - 11% open · ⏱️ 09.07.2021):
```
it clone https://github.com/BrikerMan/Kashgari
```
PyPi (📥 44 / month):
```
ip install kashgari-tf
```

fast-bert (🥉19 · ⭐ 1.8K) - 用于基于BERT的NLP模型的简单易用工具库。Apache-2

GitHub (👨‍💻 36 · 🔀 330 · 📋 250 - 61% open · ⏱️ 25.08.2022):
```
it clone https://github.com/kaushaltrivedi/fast-bert
```
PyPi (📥 1.4K / month):
```
ip install fast-bert
```

Sockeye (🥉19 · ⭐ 1.1K) - 序列到序列框架。Apache-2

GitHub (👨‍💻 57 · 🔀 300 · 📥 15 · 📋 280 - 2% open · ⏱️ 25.08.2022):
```
it clone https://github.com/awslabs/sockeye
```
PyPi (📥 370 / month):
```
ip install sockeye
```

gpt-2-simple (🥉18 · ⭐ 3K) - 可轻松重新训练OpenAI的GPT-2文本模型的Python软件包。❗Unlicensed

GitHub (👨‍💻 21 · 🔀 600 · 📥 340 · 📋 250 - 61% open · ⏱️ 22.05.2022):
```
it clone https://github.com/minimaxir/gpt-2-simple
```
PyPi (📥 3.8K / month):
```
ip install gpt-2-simple
```

textacy (🥉18 · ⭐ 2K) - spaCy之前和之后的NLP。❗Unlicensed

GitHub (👨‍💻 32 · 🔀 230 · 📋 250 - 11% open · ⏱️ 06.03.2022):
```
it clone https://github.com/chartbeat-labs/textacy
```
PyPi (📥 38K / month):
```
ip install textacy
```
Conda (📥 110K · ⏱️ 06.02.2022):
```
onda install -c conda-forge textacy
```

finetune (🥉18 · ⭐ 660) - 针对NLP的Scikit风格模型微调。MPL-2.0

GitHub (👨‍💻 19 · 🔀 71 · 📦 9 · 📋 140 - 15% open · ⏱️ 16.06.2022):
```
it clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 96 / month):
```
ip install finetune
```

skift (🥉18 · ⭐ 230) - 适用于Python fastText的scikit-learn包装器。MIT

GitHub (👨‍💻 9 · 🔀 23 · 📦 12 · 📋 11 - 9% open · ⏱️ 07.06.2022):
```
it clone https://github.com/shaypal5/skift
```
PyPi (📥 1.1K / month):
```
ip install skift
```

DeepMatcher (🥉17 · ⭐ 440 · 💀) - 用于实体和文本匹配的Python包。BSD-3

GitHub (👨‍💻 7 · 🔀 98 · 📦 21 · 📋 86 - 72% open · ⏱️ 13.06.2021):
```
it clone https://github.com/anhaidgroup/deepmatcher
```
PyPi (📥 1.1K / month):
```
ip install deepmatcher
```

Camphr (🥉16 · ⭐ 340 · 💤) - 适用于Transformers，Udify，ELmo等的spaCy插件。Apache-2 spacy

GitHub (👨‍💻 7 · 🔀 16 · 📋 28 - 7% open · ⏱️ 18.08.2021):
```
it clone https://github.com/PKSHATechnology-Research/camphr
```
PyPi (📥 75 / month):
```
ip install camphr
```

textpipe (🥉16 · ⭐ 300 · 💀) - Textpipe：从文本中清理并提取元数据。MIT

GitHub (👨‍💻 28 · 🔀 23 · 📦 8 · 📋 40 - 37% open · ⏱️ 09.06.2021):
```
it clone https://github.com/textpipe/textpipe
```
PyPi (📥 150 / month):
```
ip install textpipe
```

NeuroNER (🥉15 · ⭐ 1.6K · 💀) - 使用神经网络的命名实体识别。MIT

GitHub (👨‍💻 7 · 🔀 460 · 📋 150 - 55% open · ⏱️ 02.10.2019):
```
it clone https://github.com/Franck-Dernoncourt/NeuroNER
```
PyPi (📥 100 / month):
```
ip install pyneuroner
```

Translate (🥉15 · ⭐ 760) - Translate-PyTorch NLP库。BSD-3

GitHub (👨‍💻 87 · 🔀 180 · 📋 38 - 28% open · ⏱️ 10.06.2022):
```
it clone https://github.com/pytorch/translate
```
PyPi (📥 10 / month):
```
ip install pytorch-translate
```

NeuralQA (🥉15 · ⭐ 220 · 💀) - NeuralQA：用于对大型数据集进行问答构建。MIT

GitHub (👨‍💻 3 · 🔀 30 · 📦 4 · 📋 28 - 71% open · ⏱️ 16.12.2020):
```
it clone https://github.com/victordibia/neuralqa
```
PyPi (📥 68 / month):
```
ip install neuralqa
```

OpenNRE (🥉14 · ⭐ 3.8K) - 神经关系提取（NRE）的开源软件包。MIT

GitHub (👨‍💻 10 · 🔀 950 · 📋 350 - 2% open · ⏱️ 06.04.2022):
```
it clone https://github.com/thunlp/OpenNRE
```

TransferNLP (🥉14 · ⭐ 290 · 💀) - 用于可重复的实验的NLP库。MIT

GitHub (👨‍💻 7 · 🔀 17 · 📋 23 - 13% open · ⏱️ 28.05.2020):
```
it clone https://github.com/feedly/transfer-nlp
```
PyPi (📥 100 / month):
```
ip install transfer-nlp
```

ONNX-T5 (🥉14 · ⭐ 200 · 💀) - 文本摘要，翻译，情感分析，文本生成等实现。Apache-2

GitHub (👨‍💻 3 · 🔀 23 · 📦 1 · 📋 15 - 46% open · ⏱️ 28.01.2021):
```
it clone https://github.com/abelriboulot/onnxt5
```
PyPi (📥 57 / month):
```
ip install onnxt5
```

textvec (🥉14 · ⭐ 180) - 胜过TF-IDF文本向量化工具。MIT

GitHub (👨‍💻 10 · 🔀 23 · 📦 4 · 📋 9 - 33% open · ⏱️ 05.07.2022):
```
it clone https://github.com/textvec/textvec
```
PyPi (📥 26 / month):
```
ip install textvec
```

VizSeq (🥉13 · ⭐ 400) - 用于自然语言生成的分析工具包。MIT

GitHub (👨‍💻 3 · 🔀 49 · 📦 6 · 📋 15 - 40% open · ⏱️ 20.07.2022):
```
it clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 59 / month):
```
ip install vizseq
```

Headliner (🥉11 · ⭐ 230 · 💀) - 轻松训练和部署seq2seq模型。❗Unlicensed

GitHub (👨‍💻 2 · 🔀 41 · 📦 3 · 📋 14 - 7% open · ⏱️ 14.02.2020):
```
it clone https://github.com/as-ideas/headliner
```
PyPi (📥 120 / month):
```
ip install headliner
```

图像数据与CV

用于图像和视频处理，操纵和扩充的库，以及用于计算机视觉任务（例如面部识别，对象检测和图像分类）的库。

Pillow (🥇36 · ⭐ 10K · 📈) - 友好的PIL分支（Python Imaging Library）。❗️PIL

GitHub (👨‍💻 410 · 🔀 1.7K · 📦 820K · 📋 2.6K - 3% open · ⏱️ 25.08.2022):
```
it clone https://github.com/python-pillow/Pillow
```
PyPi (📥 45M / month):
```
ip install Pillow
```
Conda (📥 18M · ⏱️ 13.08.2022):
```
onda install -c conda-forge pillow
```

MoviePy (🥇34 · ⭐ 9.5K) - 使用Python进行视频编辑。MIT

GitHub (👨‍💻 150 · 🔀 1.2K · 📦 18K · 📋 1.2K - 24% open · ⏱️ 01.06.2022):
```
it clone https://github.com/Zulko/moviepy
```
PyPi (📥 2.5M / month):
```
ip install moviepy
```
Conda (📥 130K · ⏱️ 16.04.2022):
```
onda install -c conda-forge moviepy
```

imageio (🥇33 · ⭐ 1.1K) - 用于读取和写入图像数据的Python库。BSD-2

GitHub (👨‍💻 91 · 🔀 220 · 📥 360 · 📦 67K · 📋 470 - 12% open · ⏱️ 24.08.2022):
```
it clone https://github.com/imageio/imageio
```
PyPi (📥 12M / month):
```
ip install imageio
```
Conda (📥 3.5M · ⏱️ 08.08.2022):
```
onda install -c conda-forge imageio
```

imgaug (🥇32 · ⭐ 13K · 💀) - 用于机器学习实验的图像增强。MIT

GitHub (👨‍💻 36 · 🔀 2.3K · 📦 11K · 📋 490 - 55% open · ⏱️ 01.06.2020):
```
it clone https://github.com/aleju/imgaug
```
PyPi (📥 390K / month):
```
ip install imgaug
```
Conda (📥 83K · ⏱️ 31.12.2021):
```
onda install -c conda-forge imgaug
```

Albumentations (🥇32 · ⭐ 11K) - 快速的图像增强库和易于使用的包装器。MIT

GitHub (👨‍💻 110 · 🔀 1.4K · 📦 9.1K · 📋 660 - 41% open · ⏱️ 24.08.2022):
```
it clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 370K / month):
```
ip install albumentations
```

Conda (📥 49K · ⏱️ 12.07.2022):

onda install -c conda-forge albumentations

Kornia (🥇32 · ⭐ 7K) - PyTorch的开源可微分计算机视觉库。Apache-2

GitHub (👨‍💻 170 · 🔀 680 · 📥 430 · 📦 1.7K · 📋 600 - 26% open · ⏱️ 24.08.2022):
```
it clone https://github.com/kornia/kornia
```
PyPi (📥 470K / month):
```
ip install kornia
```

scikit-image (🥇32 · ⭐ 5K) - Python中的图像处理。❗Unlicensed

GitHub (👨‍💻 560 · 🔀 2K · 📦 110K · 📋 2.3K - 19% open · ⏱️ 23.08.2022):
```
it clone https://github.com/scikit-image/scikit-image
```
PyPi (📥 5.3M / month):
```
ip install scikit-image
```

Conda (📥 3.8M · ⏱️ 10.08.2022):

onda install -c conda-forge scikit-image

Wand (🥇32 · ⭐ 1.2K) - 用于Python的基于ctypes的简单ImageMagick接口。MIT

GitHub (👨‍💻 100 · 🔀 190 · 📥 8.5K · 📦 12K · 📋 380 - 4% open · ⏱️ 22.08.2022):
```
it clone https://github.com/emcconville/wand
```
PyPi (📥 450K / month):
```
ip install wand
```

PyTorch Image Models (🥈31 · ⭐ 21K) - PyTorch图像模型，脚本，预训练权重。Apache-2

GitHub (👨‍💻 79 · 🔀 3.3K · 📥 1.7M · 📦 4.3K · 📋 570 - 9% open · ⏱️ 24.08.2022):
```
it clone https://github.com/rwightman/pytorch-image-models
```

GluonCV (🥈29 · ⭐ 5.3K) - Gluon CV工具包。Apache-2

GitHub (👨‍💻 120 · 🔀 1.2K · 📦 840 · 📋 810 - 5% open · ⏱️ 11.08.2022):
```
it clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 570K / month):
```
ip install gluoncv
```

ImageHash (🥈29 · ⭐ 2.5K · 💤) - Python感知图像哈希模块。BSD-2

GitHub (👨‍💻 20 · 🔀 300 · 📦 5.8K · 📋 110 - 13% open · ⏱️ 07.09.2021):
```
it clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 1.4M / month):
```
ip install ImageHash
```
Conda (📥 230K · ⏱️ 15.07.2021):
```
onda install -c conda-forge imagehash
```

imutils (🥈28 · ⭐ 4.2K · 💤) - 图像处理库。MIT

GitHub (👨‍💻 21 · 🔀 980 · 📦 27K · 📋 160 - 53% open · ⏱️ 27.01.2022):
```
it clone https://github.com/jrosebr1/imutils
```
PyPi (📥 330K / month):
```
ip install imutils
```
Conda (📥 97K · ⏱️ 26.08.2022):
```
onda install -c conda-forge imutils
```

MMDetection (🥈27 · ⭐ 21K) - OpenMMLab检测工具箱。Apache-2

GitHub (👨‍💻 350 · 🔀 6.9K · 📦 550 · 📋 6.2K - 9% open · ⏱️ 28.07.2022):
```
it clone https://github.com/open-mmlab/mmdetection
```

torchvision (🥈27 · ⭐ 12K) - 计算机视觉的数据集，转换和模型。BSD-3

GitHub (👨‍💻 500 · 🔀 6K · 📥 11K · 📋 2.5K - 23% open · ⏱️ 25.08.2022):
```
it clone https://github.com/pytorch/vision
```
PyPi (📥 3.9M / month):
```
ip install torchvision
```

Conda (📥 340K · ⏱️ 24.07.2022):

onda install -c conda-forge torchvision

glfw (🥈27 · ⭐ 9.5K) - 一个用于OpenGL，OpenGL ES，Vulkan，窗口和输入的多平台库。❗️Zlib

GitHub (👨‍💻 180 · 🔀 3.5K · 📥 2.9M · 📦 1 · 📋 1.6K - 25% open · ⏱️ 22.08.2022):
```
it clone https://github.com/glfw/glfw
```
PyPi (📥 220K / month):
```
ip install glfw
```
Conda (📥 68K · ⏱️ 23.07.2022):
```
onda install -c conda-forge glfw
```

InsightFace (🥈26 · ⭐ 12K) - MXNet和PyTorch上的人脸分析项目。MIT

GitHub (👨‍💻 46 · 🔀 3.9K · 📦 180 · 📋 2K - 55% open · ⏱️ 19.08.2022):
```
it clone https://github.com/deepinsight/insightface
```
PyPi (📥 21K / month):
```
ip install insightface
```

imageai (🥈26 · ⭐ 7.2K · 💀) - python库旨在使开发人员能够构建应用程序。MIT

GitHub (👨‍💻 15 · 🔀 1.9K · 📥 780K · 📦 1.2K · 📋 690 - 37% open · ⏱️ 08.05.2021):
```
it clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 8.9K / month):
```
ip install imageai
```

Face Recognition (🥈25 · ⭐ 46K) - 简单的面部识别API。MIT

GitHub (👨‍💻 54 · 🔀 12K · 📥 470 · 📋 1.2K - 53% open · ⏱️ 10.06.2022):
```
it clone https://github.com/ageitgey/face_recognition
```
PyPi (📥 39K / month):
```
ip install face_recognition
```

detectron2 (🥈25 · ⭐ 22K) - Detectron2是Facebook FAIR的高级目标检测平台。Apache-2

GitHub (👨‍💻 210 · 🔀 5.7K · 📦 710 · 📋 3.1K - 7% open · ⏱️ 24.08.2022):
```
it clone https://github.com/facebookresearch/detectron2
```
Conda (📥 78K · ⏱️ 25.04.2022):
```
onda install -c conda-forge detectron2
```

vit-pytorch (🥈25 · ⭐ 11K) - 实现视觉transformer，一种简单的方法。MIT

GitHub (👨‍💻 15 · 🔀 1.8K · 📦 140 · 📋 190 - 47% open · ⏱️ 27.07.2022):
```
it clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 19K / month):
```
ip install vit-pytorch
```

facenet-pytorch (🥈25 · ⭐ 3K · 💤) - 预训练的Pytorch人脸检测（MTCNN）和识别。MIT

GitHub (👨‍💻 14 · 🔀 650 · 📥 390K · 📦 850 · 📋 150 - 39% open · ⏱️ 13.12.2021):
```
it clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 18K / month):
```
ip install facenet-pytorch
```

opencv-python (🥈25 · ⭐ 2.9K · 📈) - 自动化的CI工具链可生成预编译的opencv-python。MIT

GitHub (👨‍💻 39 · 🔀 580 · 📋 570 - 7% open · ⏱️ 22.08.2022):
```
it clone https://github.com/skvark/opencv-python
```
PyPi (📥 5.6M / month):
```
ip install opencv-python
```

chainercv (🥈25 · ⭐ 1.5K · 💀) - ChainerCV：一个用于计算机视觉深度学习的库。MIT

GitHub (👨‍💻 39 · 🔀 300 · 📦 300 · 📋 200 - 18% open · ⏱️ 07.01.2020):
```
it clone https://github.com/chainer/chainercv
```
PyPi (📥 3.2K / month):
```
ip install chainercv
```

mahotas (🥈25 · ⭐ 770) - Python中的计算机视觉。❗Unlicensed

GitHub (👨‍💻 32 · 🔀 140 · 📦 870 · 📋 79 - 20% open · ⏱️ 28.06.2022):
```
it clone https://github.com/luispedro/mahotas
```
PyPi (📥 11K / month):
```
ip install mahotas
```
Conda (📥 330K · ⏱️ 28.07.2022):
```
onda install -c conda-forge mahotas
```

vidgear (🥉24 · ⭐ 2.4K) - 高性能跨平台视频处理Python框架。Apache-2

GitHub (👨‍💻 13 · 🔀 190 · 📥 640 · 📦 230 · 📋 230 - 1% open · ⏱️ 06.07.2022):
```
it clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 6.5K / month):
```
ip install vidgear
```

PyTorch3D (🥉23 · ⭐ 6.4K) - PyTorch3D是FAIR的深度学习可重用组件库。❗Unlicensed

GitHub (👨‍💻 96 · 🔀 940 · 📦 270 · 📋 1.1K - 7% open · ⏱️ 25.08.2022):
```
it clone https://github.com/facebookresearch/pytorch3d
```
PyPi (📥 14K / month):
```
ip install pytorch3d
```
Conda (📥 60K · ⏱️ 14.08.2022):
```
onda install -c pytorch3d pytorch3d
```

Face Alignment (🥉23 · ⭐ 5.8K · 💤) - 使用pytorch构建2D和3D人脸对齐库。BSD-3

GitHub (👨‍💻 23 · 🔀 1.2K · 📋 280 - 21% open · ⏱️ 04.08.2021):
```
it clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 9.6K / month):
```
ip install face-alignment
```

Augmentor (🥉23 · ⭐ 4.8K) - Python中的图像增强库，用于机器学习。MIT

GitHub (👨‍💻 22 · 🔀 820 · 📦 480 · 📋 190 - 61% open · ⏱️ 24.05.2022):
```
it clone https://github.com/mdbloice/Augmentor
```
PyPi (📥 16K / month):
```
ip install Augmentor
```

mtcnn (🥉23 · ⭐ 1.8K · 💀) - TensorFlow的MTCNN人脸检测实现。MIT

GitHub (👨‍💻 15 · 🔀 460 · 📦 2.6K · 📋 100 - 62% open · ⏱️ 09.07.2021):
```
it clone https://github.com/ipazc/mtcnn
```
PyPi (📥 23K / month):
```
ip install mtcnn
```

lightly (🥉23 · ⭐ 1.7K) - 一个用于对图像进行自监督学习的python库。MIT

GitHub (👨‍💻 19 · 🔀 140 · 📦 46 · 📋 330 - 20% open · ⏱️ 25.08.2022):
```
it clone https://github.com/lightly-ai/lightly
```
PyPi (📥 3.3K / month):
```
ip install lightly
```

Image Deduplicator (🥉22 · ⭐ 4.1K · 💀) - 图像查重。Apache-2

GitHub (👨‍💻 10 · 🔀 370 · 📦 26 · 📋 93 - 36% open · ⏱️ 23.11.2020):
```
it clone https://github.com/idealo/imagededup
```
PyPi (📥 1.3K / month):
```
ip install imagededup
```

pyvips (🥉22 · ⭐ 440) - 使用cffi的libvips的python接口。MIT

GitHub (👨‍💻 14 · 🔀 40 · 📦 350 · 📋 300 - 36% open · ⏱️ 13.08.2022):
```
it clone https://github.com/libvips/pyvips
```
PyPi (📥 19K / month):
```
ip install pyvips
```
Conda (📥 29K · ⏱️ 24.07.2022):
```
onda install -c conda-forge pyvips
```

PaddleDetection (🥉21 · ⭐ 8.3K) - 对象检测和实例分割工具箱。Apache-2

GitHub (👨‍💻 100 · 🔀 2.1K · 📦 30 · 📋 3.8K - 20% open · ⏱️ 16.08.2022):
```
it clone https://github.com/PaddlePaddle/PaddleDetection
```

segmentation_models (🥉21 · ⭐ 4K) - Segmentation models with pretrained backbones. Keras.. MIT

GitHub (👨‍💻 14 · 🔀 910 · 📋 480 - 46% open · ⏱️ 29.07.2022):
```
it clone https://github.com/qubvel/segmentation_models
```
PyPi (📥 26K / month):
```
ip install segmentation_models
```

Image Super-Resolution (🥉21 · ⭐ 3.8K · 💀) - 图像超精度变换。Apache-2

GitHub (👨‍💻 10 · 🔀 630 · 📦 97 · 📋 200 - 45% open · ⏱️ 02.06.2021):
```
it clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 4.5K / month):
```
ip install ISR
```

Docker Hub (📥 220 · ⏱️ 01.04.2019):

ocker pull idealo/image-super-resolution-gpu

Norfair (🥉21 · ⭐ 1.6K) - 轻量级Python库，用于向其中添加实时2D对象跟踪。BSD-3

GitHub (👨‍💻 18 · 🔀 150 · 📥 200 · 📋 75 - 16% open · ⏱️ 24.08.2022):
```
it clone https://github.com/tryolabs/norfair
```
PyPi (📥 7.3K / month):
```
ip install norfair
```

CellProfiler (🥉21 · ⭐ 700) - 生物图像分析的开源应用程序。❗Unlicensed

GitHub (👨‍💻 130 · 🔀 320 · 📥 3.4K · 📦 9 · 📋 3.1K - 5% open · ⏱️ 17.08.2022):
```
it clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 900 / month):
```
ip install cellprofiler
```

MMF (🥉20 · ⭐ 5K) - 来自视觉和语言多模态研究的模块化框架。BSD-3

GitHub (👨‍💻 100 · 🔀 840 · 📦 12 · 📋 620 - 30% open · ⏱️ 11.08.2022):
```
it clone https://github.com/facebookresearch/mmf
```
PyPi (📥 240 / month):
```
ip install mmf
```

tensorflow-graphics (🥉20 · ⭐ 2.7K) - TensorFlow图神经网络：可微分的图layerApache-2

GitHub (👨‍💻 36 · 🔀 340 · 📋 160 - 45% open · ⏱️ 04.04.2022):
```
it clone https://github.com/tensorflow/graphics
```
PyPi (📥 2.7K / month):
```
ip install tensorflow-graphics
```

nude.py (🥉20 · ⭐ 860 · 💀) - 使用Python进行裸露检测。MIT

GitHub (👨‍💻 12 · 🔀 130 · 📦 2.6K · 📋 10 - 70% open · ⏱️ 23.11.2020):
```
it clone https://github.com/hhatto/nude.py
```
PyPi (📥 9.5K / month):
```
ip install nudepy
```

Luminoth (🥉19 · ⭐ 2.4K · 💀) - 用于计算机视觉的深度学习工具包。BSD-3

GitHub (👨‍💻 15 · 🔀 400 · 📥 13K · 📦 41 · 📋 180 - 28% open · ⏱️ 07.01.2020):
```
it clone https://github.com/tryolabs/luminoth
```
PyPi (📥 610 / month):
```
ip install luminoth
```

Classy Vision (🥉19 · ⭐ 1.5K) - 用于图像和视频的端到端PyTorch框架。MIT

GitHub (👨‍💻 76 · 🔀 260 · 📋 76 - 17% open · ⏱️ 03.08.2022):
```
it clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 2K / month):
```
ip install classy_vision
```

Conda (📥 14K · ⏱️ 22.03.2022):

onda install -c conda-forge classy_vision

Caer (🥉18 · ⭐ 630 · 💤) - 轻量级的计算机视觉库。MIT

GitHub (👨‍💻 8 · 🔀 74 · 📥 19 · 📋 15 - 13% open · ⏱️ 13.10.2021):
```
it clone https://github.com/jasmcaus/caer
```
PyPi (📥 3K / month):
```
ip install caer
```

DE⫶TR (🥉17 · ⭐ 9.6K) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 25 · 🔀 1.7K · 📋 440 - 38% open · ⏱️ 07.03.2022):
```
it clone https://github.com/facebookresearch/detr
```

Pillow-SIMD (🥉17 · ⭐ 1.9K · 💤) - 友好的PIL fork。❗️PIL

GitHub (👨‍💻 380 · 🔀 74 · 📋 77 - 14% open · ⏱️ 17.01.2022):
```
it clone https://github.com/uploadcare/pillow-simd
```
PyPi (📥 51K / month):
```
ip install pillow-simd
```

PySlowFast (🥉16 · ⭐ 5K) - PySlowFast：来自FAIR的视频理解代码库。Apache-2

GitHub (👨‍💻 28 · 🔀 960 · 📦 10 · 📋 550 - 52% open · ⏱️ 25.08.2022):
```
it clone https://github.com/facebookresearch/SlowFast
```

image-match (🥉16 · ⭐ 2.8K · 💤) - 快速搜索数十亿张图像。❗Unlicensed

GitHub (👨‍💻 19 · 🔀 380 · 📋 100 - 53% open · ⏱️ 21.09.2021):
```
it clone https://github.com/EdjoLabs/image-match
```
PyPi (📥 590 / month):
```
ip install image_match
```

pycls (🥉15 · ⭐ 2K) - 用PyTorch编写的图像分类研究代码库。MIT

GitHub (👨‍💻 17 · 🔀 230 · 📦 6 · 📋 78 - 28% open · ⏱️ 12.07.2022):
```
it clone https://github.com/facebookresearch/pycls
```

Torch Points 3D (🥉14 · ⭐ 93 · 💤) - 用于在点云上进行深度学习的Pytorch框架。BSD-3

GitHub (👨‍💻 29 · 🔀 19 · ⏱️ 10.12.2021):

it clone https://github.com/nicolas-chaulet/torch-points3d

PyPi (📥 570 / month):
```
ip install torch-points3d
```

图数据处理

用于图数据处理，聚类，图嵌入和机器学习任务的库。

networkx (🥇32 · ⭐ 11K) - Python中的网络分析。❗Unlicensed

GitHub (👨‍💻 610 · 🔀 2.6K · 📥 60 · 📦 120K · 📋 2.8K - 5% open · ⏱️ 23.08.2022):
```
it clone https://github.com/networkx/networkx
```
PyPi (📥 19M / month):
```
ip install networkx
```
Conda (📥 7.8M · ⏱️ 22.08.2022):
```
onda install -c conda-forge networkx
```

dgl (🥇29 · ⭐ 10K) - 在现有基础之上构建的Python软件包，用于简化图上的深度学习。Apache-2

GitHub (👨‍💻 230 · 🔀 2.4K · 📦 30 · 📋 1.7K - 13% open · ⏱️ 25.08.2022):
```
it clone https://github.com/dmlc/dgl
```
PyPi (📥 32K / month):
```
ip install dgl
```

PyTorch Geometric (🥇28 · ⭐ 15K) - PyTorch的几何深度学习扩展库。MIT

GitHub (👨‍💻 300 · 🔀 2.7K · 📋 2.6K - 35% open · ⏱️ 25.08.2022):
```
it clone https://github.com/rusty1s/pytorch_geometric
```
PyPi (📥 92K / month):
```
ip install torch-geometric
```

ogb (🥇28 · ⭐ 1.4K) - 用于图机器学习的基准数据集，数据加载器和评估器。MIT

GitHub (👨‍💻 23 · 🔀 310 · 📦 380 · 📋 230 - 0% open · ⏱️ 22.08.2022):
```
it clone https://github.com/snap-stanford/ogb
```
PyPi (📥 80K / month):
```
ip install ogb
```

igraph (🥈27 · ⭐ 1K) - Igraph的Python接口。❗️GPL-2.0

GitHub (👨‍💻 61 · 🔀 220 · 📥 460K · 📦 850 · 📋 410 - 9% open · ⏱️ 24.08.2022):
```
it clone https://github.com/igraph/python-igraph
```
PyPi (📥 260K / month):
```
ip install python-igraph
```
Conda (📥 320K · ⏱️ 13.06.2022):
```
onda install -c conda-forge igraph
```

StellarGraph (🥈25 · ⭐ 2.5K · 💤) - StellarGraph-图机器学习库。Apache-2

GitHub (👨‍💻 36 · 🔀 380 · 📦 160 · 📋 1K - 27% open · ⏱️ 29.10.2021):
```
it clone https://github.com/stellargraph/stellargraph
```
PyPi (📥 22K / month):
```
ip install stellargraph
```

Spektral (🥈25 · ⭐ 2.1K) - 使用Keras和Tensorflow 2的图神经网络。MIT

GitHub (👨‍💻 24 · 🔀 300 · 📦 140 · 📋 230 - 16% open · ⏱️ 22.07.2022):
```
it clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 6.8K / month):
```
ip install spektral
```

Karate Club (🥈23 · ⭐ 1.7K) - 面向API的开源Python框架。❗️GPL-3.0

GitHub (👨‍💻 15 · 🔀 210 · 📦 100 · ⏱️ 20.08.2022):
```
it clone https://github.com/benedekrozemberczki/karateclub
```
PyPi (📥 2.8K / month):
```
ip install karateclub
```

pytorch_geometric_temporal (🥈23 · ⭐ 1.7K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 23 · 🔀 250 · 📋 120 - 5% open · ⏱️ 02.08.2022):
```
it clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal
```
PyPi (📥 1.8K / month):
```
ip install torch-geometric-temporal
```

AmpliGraph (🥈22 · ⭐ 1.8K · 💀) - 用于知识表示学习的Python库。Apache-2

GitHub (👨‍💻 19 · 🔀 210 · 📦 25 · 📋 210 - 12% open · ⏱️ 25.05.2021):
```
it clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 1.2K / month):
```
ip install ampligraph
```

Paddle Graph Learning (🥈22 · ⭐ 1.4K) - paddle图机器学习。Apache-2

GitHub (👨‍💻 28 · 🔀 270 · 📦 33 · 📋 150 - 35% open · ⏱️ 22.08.2022):
```
it clone https://github.com/PaddlePaddle/PGL
```
PyPi (📥 1.8K / month):
```
ip install pgl
```

pygal (🥈21 · ⭐ 2.5K · 💤) - PYthon svg GrAph绘图库。❗️LGPL-3.0

GitHub (👨‍💻 71 · 🔀 390 · 📋 400 - 39% open · ⏱️ 24.11.2021):
```
it clone https://github.com/Kozea/pygal
```
PyPi (📥 120K / month):
```
ip install pygal
```
Conda (📥 20K · ⏱️ 04.06.2019):
```
onda install -c conda-forge pygal
```

PyKEEN (🥈21 · ⭐ 960) - 一个用于学习和评估知识图嵌入的Python库。MIT

GitHub (👨‍💻 31 · 🔀 130 · 📥 140 · 📋 420 - 13% open · ⏱️ 25.08.2022):
```
it clone https://github.com/pykeen/pykeen
```
PyPi (📥 1.4K / month):
```
ip install pykeen
```

Node2Vec (🥈21 · ⭐ 950) - node2vec算法的实现。MIT

GitHub (👨‍💻 11 · 🔀 200 · ⏱️ 01.08.2022):
```
it clone https://github.com/eliorc/node2vec
```
PyPi (📥 78K / month):
```
ip install node2vec
```
Conda (📥 22K · ⏱️ 25.04.2020):
```
onda install -c conda-forge node2vec
```

torch-cluster (🥈21 · ⭐ 560) - 优化图聚类的PyTorch扩展库MIT

GitHub (👨‍💻 25 · 🔀 100 · 📋 110 - 17% open · ⏱️ 22.08.2022):
```
it clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 27K / month):
```
ip install torch-cluster
```

PyTorch-BigGraph (🥉19 · ⭐ 3.1K) - 从大型图网络结构生成embedding嵌入。❗Unlicensed

GitHub (👨‍💻 27 · 🔀 410 · 📥 140 · 📋 190 - 26% open · ⏱️ 05.07.2022):
```
it clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 320K / month):
```
ip install torchbiggraph
```

DeepWalk (🥉19 · ⭐ 2.5K · 💀) - DeepWalk-图的深度学习。❗Unlicensed

GitHub (👨‍💻 10 · 🔀 810 · 📦 56 · 📋 110 - 24% open · ⏱️ 02.04.2020):
```
it clone https://github.com/phanein/deepwalk
```
PyPi (📥 3.1K / month):
```
ip install deepwalk
```

kglib (🥉17 · ⭐ 520) - Grakn知识图库（ML R＆D）。Apache-2

GitHub (👨‍💻 9 · 🔀 88 · 📥 210 · 📋 60 - 16% open · ⏱️ 01.08.2022):
```
it clone https://github.com/graknlabs/kglib
```
PyPi (📥 26 / month):
```
ip install grakn-kglib
```

GraphEmbedding (🥉16 · ⭐ 3K) - 图嵌入算法的实现和实验。MIT

GitHub (👨‍💻 9 · 🔀 860 · 📦 21 · 📋 57 - 59% open · ⏱️ 21.06.2022):
```
it clone https://github.com/shenweichen/GraphEmbedding
```

graph-nets (🥉15 · ⭐ 5.2K · 💀) - 在Tensorflow中构建图神经网络。Apache-2

GitHub (👨‍💻 10 · 🔀 770 · 📋 120 - 2% open · ⏱️ 04.12.2020):
```
it clone https://github.com/deepmind/graph_nets
```
PyPi (📥 1K / month):
```
ip install graph-nets
```

Euler (🥉15 · ⭐ 2.8K · 💀) - 分布式图深度学习框架。Apache-2

GitHub (👨‍💻 3 · 🔀 550 · 📋 320 - 67% open · ⏱️ 29.07.2020):
```
it clone https://github.com/alibaba/euler
```
PyPi (📥 15 / month):
```
ip install euler-gl
```

DeepGraph (🥉15 · ⭐ 260 · 💀) - 使用基于pandas的网络分析数据。❗Unlicensed

GitHub (👨‍💻 2 · 🔀 38 · 📦 5 · 📋 14 - 64% open · ⏱️ 14.06.2021):
```
it clone https://github.com/deepgraph/deepgraph
```
PyPi (📥 290 / month):
```
ip install deepgraph
```
Conda (📥 130K · ⏱️ 19.04.2022):
```
onda install -c conda-forge deepgraph
```

pyRDF2Vec (🥉15 · ⭐ 160) - RDF2Vec的Python实现和扩展。MIT

GitHub (👨‍💻 6 · 🔀 32 · 📋 61 - 14% open · ⏱️ 06.05.2022):
```
it clone https://github.com/IBCNServices/pyRDF2Vec
```
PyPi (📥 300 / month):
```
ip install pyrdf2vec
```

GraphSAGE (🥉14 · ⭐ 2.8K · 💀) - 大型图上的表示学习。MIT

GitHub (👨‍💻 9 · 🔀 770 · 📋 160 - 62% open · ⏱️ 19.09.2018):
```
it clone https://github.com/williamleif/GraphSAGE
```

OpenNE (🥉14 · ⭐ 1.6K · 💀) - 神经关系提取（NRE）的开源软件包。MIT

GitHub (👨‍💻 10 · 🔀 480 · 📋 97 - 1% open · ⏱️ 12.08.2019):
```
it clone https://github.com/thunlp/OpenNE
```

AutoGL (🥉14 · ⭐ 840) - 用于图上机器学习的autoML框架和工具包。Apache-2

GitHub (👨‍💻 13 · 🔀 98 · 📋 23 - 34% open · ⏱️ 19.04.2022):
```
it clone https://github.com/THUMNLab/AutoGL
```
PyPi:
```
ip install auto-graph-learning
```

Sematch (🥉14 · ⭐ 400 · 💀) - 知识图的语义相似性框架。Apache-2

GitHub (👨‍💻 5 · 🔀 100 · 📦 34 · 📋 33 - 42% open · ⏱️ 27.03.2019):
```
it clone https://github.com/gsi-upm/sematch
```
PyPi (📥 130 / month):
```
ip install sematch
```

GraphVite (🥉12 · ⭐ 1.1K · 💀) - GraphVite：通用的高性能图形嵌入系统。Apache-2

GitHub (🔀 140 · 📋 100 - 42% open · ⏱️ 14.01.2021):
```
it clone https://github.com/DeepGraphLearning/graphvite
```
Conda (📥 4.4K · ⏱️ 19.03.2020):
```
onda install -c milagraph graphvite
```

OpenKE (🥉11 · ⭐ 3.2K · 💀) - 神经关系提取（NRE）的开源软件包。❗Unlicensed

GitHub (👨‍💻 10 · 🔀 900 · 📋 350 - 1% open · ⏱️ 06.04.2021):
```
it clone https://github.com/thunlp/OpenKE
```

音频处理

用于音频分析，处理，转换和提取以及语音识别和音乐生成任务的库。

DeepSpeech (🥇30 · ⭐ 20K · 💤) - DeepSpeech是开源的语音转文本引擎。MPL-2.0

GitHub (👨‍💻 160 · 🔀 3.4K · 📥 880K · 📦 800 · 📋 2.1K - 5% open · ⏱️ 17.11.2021):
```
it clone https://github.com/mozilla/DeepSpeech
```
PyPi (📥 9.4K / month):
```
ip install deepspeech
```

Pydub (🥇30 · ⭐ 6.3K) - 使用简单易用的高级界面处理音频。MIT

GitHub (👨‍💻 92 · 🔀 840 · 📦 14K · 📋 490 - 46% open · ⏱️ 14.05.2022):
```
it clone https://github.com/jiaaro/pydub
```
PyPi (📥 1.6M / month):
```
ip install pydub
```
Conda (📥 28K · ⏱️ 13.03.2021):
```
onda install -c conda-forge pydub
```

espnet (🥇29 · ⭐ 5.4K) - 端到端语音处理工具包。Apache-2

GitHub (👨‍💻 280 · 🔀 1.6K · 📥 76 · 📦 67 · 📋 1.9K - 15% open · ⏱️ 24.08.2022):
```
it clone https://github.com/espnet/espnet
```
PyPi (📥 11K / month):
```
ip install espnet
```

Magenta (🥈27 · ⭐ 18K) - 借助机器智能进行音乐和艺术创作。Apache-2

GitHub (👨‍💻 150 · 🔀 3.5K · 📦 380 · 📋 890 - 34% open · ⏱️ 08.08.2022):
```
it clone https://github.com/magenta/magenta
```
PyPi (📥 3.9K / month):
```
ip install magenta
```

torchaudio (🥈27 · ⭐ 1.8K) - 音频信号的数据处理和转换。BSD-2

GitHub (👨‍💻 170 · 🔀 450 · 📋 640 - 20% open · ⏱️ 26.08.2022):
```
it clone https://github.com/pytorch/audio
```
PyPi (📥 730K / month):
```
ip install torchaudio
```

aubio (🥈26 · ⭐ 2.8K · 💤) - 用于音频和音乐分析的库。❗️GPL-3.0

GitHub (👨‍💻 24 · 🔀 340 · 📦 310 · 📋 310 - 41% open · ⏱️ 25.01.2022):
```
it clone https://github.com/aubio/aubio
```
PyPi (📥 1.5K / month):
```
ip install aubio
```
Conda (📥 540K · ⏱️ 13.07.2022):
```
onda install -c conda-forge aubio
```

spleeter (🥈24 · ⭐ 20K) - Deezer源分离库，包括预训练的模型。MIT

GitHub (👨‍💻 19 · 🔀 2.2K · 📥 1.8M · 📋 680 - 21% open · ⏱️ 10.06.2022):
```
it clone https://github.com/deezer/spleeter
```
PyPi (📥 10K / month):
```
ip install spleeter
```
Conda (📥 68K · ⏱️ 30.06.2020):
```
onda install -c conda-forge spleeter
```

SpeechRecognition (🥈24 · ⭐ 6.5K) - 适用于Python的语音识别模块。BSD-3

GitHub (👨‍💻 47 · 🔀 2K · 📋 510 - 44% open · ⏱️ 02.08.2022):
```
it clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 330K / month):
```
ip install SpeechRecognition
```

Conda (📥 140K · ⏱️ 13.12.2021):

onda install -c conda-forge speechrecognition

pyAudioAnalysis (🥈24 · ⭐ 4.9K) - Python音频分析库。Apache-2

GitHub (👨‍💻 26 · 🔀 1.1K · 📦 290 · 📋 290 - 59% open · ⏱️ 19.04.2022):
```
it clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 21K / month):
```
ip install pyAudioAnalysis
```

Essentia (🥈24 · ⭐ 2.2K) - C++库，用于音频和音乐分析，描述等。❗️AGPL-3.0

GitHub (👨‍💻 74 · 🔀 460 · 📦 320 · 📋 950 - 36% open · ⏱️ 23.08.2022):
```
it clone https://github.com/MTG/essentia
```
PyPi (📥 3.9K / month):
```
ip install essentia
```

librosa (🥉23 · ⭐ 5.4K) - 用于音频和音乐分析的Python库。ISC

GitHub (👨‍💻 110 · 🔀 810 · 📋 1K - 4% open · ⏱️ 25.08.2022):
```
it clone https://github.com/librosa/librosa
```
PyPi (📥 1.2M / month):
```
ip install librosa
```
Conda (📥 510K · ⏱️ 27.06.2022):
```
onda install -c conda-forge librosa
```

tinytag (🥉23 · ⭐ 560) - 读取音乐元数据和MP3，OGG，OPUS，MP4，M4A，FLAC，WMA等的长度。MIT

GitHub (👨‍💻 22 · 🔀 88 · 📦 580 · 📋 93 - 12% open · ⏱️ 13.08.2022):
```
it clone https://github.com/devsnd/tinytag
```
PyPi (📥 85K / month):
```
ip install tinytag
```

kapre (🥉22 · ⭐ 850) - kapre：Keras音频预处理器。MIT

GitHub (👨‍💻 13 · 🔀 140 · 📥 22 · 📦 1.8K · 📋 94 - 12% open · ⏱️ 04.07.2022):
```
it clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 3.6K / month):
```
ip install kapre
```

Porcupine (🥉21 · ⭐ 2.8K) - 深度学习支持的设备上唤醒词识别。Apache-2

GitHub (👨‍💻 31 · 🔀 380 · 📦 9 · 📋 390 - 0% open · ⏱️ 26.08.2022):
```
it clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 1.2K / month):
```
ip install pvporcupine
```

DDSP (🥉21 · ⭐ 2.2K) - DDSP：微分数字信号处理。Apache-2

GitHub (👨‍💻 31 · 🔀 250 · 📦 28 · 📋 140 - 18% open · ⏱️ 16.05.2022):
```
it clone https://github.com/magenta/ddsp
```
PyPi (📥 3K / month):
```
ip install ddsp
```

python-soundfile (🥉21 · ⭐ 470) - SoundFile是基于libsndfile，CFFI等的音频库。BSD-3

GitHub (👨‍💻 24 · 🔀 75 · 📥 4K · 📋 170 - 39% open · ⏱️ 23.02.2022):
```
it clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 1.1M / month):
```
ip install soundfile
```

python_speech_features (🥉20 · ⭐ 2.1K · 💀) - This library provides common speech features for ASR.. MIT

GitHub (👨‍💻 19 · 🔀 590 · 📋 71 - 28% open · ⏱️ 31.12.2020):
```
it clone https://github.com/jameslyons/python_speech_features
```
PyPi (📥 150K / month):
```
ip install python_speech_features
```

TTS (🥉19 · ⭐ 6.2K · 💀) - 文本到语音的深度学习。MPL-2.0

GitHub (👨‍💻 56 · 🔀 930 · 📥 2.6K · 📋 540 - 0% open · ⏱️ 12.02.2021):
```
it clone https://github.com/mozilla/TTS
```

Dejavu (🥉19 · ⭐ 5.8K · 💀) - Python中的音频指纹识别。MIT

GitHub (👨‍💻 22 · 🔀 1.3K · 📦 23 · 📋 210 - 39% open · ⏱️ 03.06.2020):
```
it clone https://github.com/worldveil/dejavu
```
PyPi (📥 67 / month):
```
ip install PyDejavu
```

Madmom (🥉19 · ⭐ 950 · 💤) - Python音频和音乐信号处理库。❗Unlicensed

GitHub (👨‍💻 20 · 🔀 150 · 📦 210 · 📋 240 - 16% open · ⏱️ 06.01.2022):
```
it clone https://github.com/CPJKU/madmom
```
PyPi (📥 1.7K / month):
```
ip install madmom
```

audioread (🥉19 · ⭐ 410 · 📉) - 跨库（GStreamer + Core Audio + MAD + FFmpeg）音频编解码。MIT

GitHub (👨‍💻 22 · 🔀 94 · 📋 80 - 38% open · ⏱️ 12.08.2022):
```
it clone https://github.com/beetbox/audioread
```
PyPi (📥 1.2M / month):
```
ip install audioread
```
Conda (📥 480K · ⏱️ 14.08.2022):
```
onda install -c conda-forge audioread
```

Muda (🥉17 · ⭐ 210 · 💀) - 用于扩充带注释的音频数据的库。ISC

GitHub (👨‍💻 7 · 🔀 32 · 📦 15 · 📋 50 - 12% open · ⏱️ 03.05.2021):
```
it clone https://github.com/bmcfee/muda
```
PyPi (📥 110 / month):
```
ip install muda
```

Julius (🥉15 · ⭐ 280 · 💤) - 基于PyTorch的快速DSP，用于音频和一维信号。MIT

GitHub (👨‍💻 2 · 🔀 18 · 📦 120 · ⏱️ 28.01.2022):
```
it clone https://github.com/adefossez/julius
```
PyPi (📥 24K / month):
```
ip install julius
```

地理Geo处理

用于加载，处理，分析和写入geo地理数据的库，以及用于空间分析，地图可视化和地理编码的库。

pydeck (🥇35 · ⭐ 10K) - WebGL2支持的地理空间可视化图层。MIT

GitHub (👨‍💻 200 · 🔀 1.7K · 📦 4.5K · 📋 2.5K - 5% open · ⏱️ 24.08.2022):
```
it clone https://github.com/visgl/deck.gl
```
PyPi (📥 790K / month):
```
ip install pydeck
```
Conda (📥 170K · ⏱️ 26.10.2021):
```
onda install -c conda-forge pydeck
```
NPM (📥 320K / month):
```
pm install deck.gl
```

geopy (🥇32 · ⭐ 3.7K) - 适用于Python的地址解析库。MIT

GitHub (👨‍💻 130 · 🔀 580 · 📦 41K · 📋 260 - 7% open · ⏱️ 07.08.2022):
```
it clone https://github.com/geopy/geopy
```
PyPi (📥 5M / month):
```
ip install geopy
```
Conda (📥 780K · ⏱️ 12.07.2021):
```
onda install -c conda-forge geopy
```

Shapely (🥇31 · ⭐ 2.9K) - 操作和分析几何对象。BSD-3

GitHub (👨‍💻 130 · 🔀 460 · 📥 220 · 📦 32K · 📋 910 - 17% open · ⏱️ 23.08.2022):
```
it clone https://github.com/Toblerity/Shapely
```
PyPi (📥 8M / month):
```
ip install shapely
```
Conda (📥 4.3M · ⏱️ 18.08.2022):
```
onda install -c conda-forge shapely
```

Geocoder (🥇31 · ⭐ 1.5K · 💀) - Python Geocoder。MIT

GitHub (👨‍💻 73 · 🔀 260 · 📦 5.3K · 📋 290 - 25% open · ⏱️ 12.10.2018):
```
it clone https://github.com/DenisCarriere/geocoder
```
PyPi (📥 580K / month):
```
ip install geocoder
```
Conda (📥 110K · ⏱️ 27.06.2019):
```
onda install -c conda-forge geocoder
```

GeoPandas (🥈30 · ⭐ 3.3K) - 用于地理数据的Python工具。BSD-3

GitHub (👨‍💻 180 · 🔀 700 · 📥 1.6K · 📦 15K · 📋 1.3K - 26% open · ⏱️ 25.08.2022):
```
it clone https://github.com/geopandas/geopandas
```
PyPi (📥 2.9M / month):
```
ip install geopandas
```
Conda (📥 1.9M · ⏱️ 24.07.2022):
```
onda install -c conda-forge geopandas
```

ipyleaflet (🥈30 · ⭐ 1.3K) - Jupyter-Leaflet.js桥。MIT

GitHub (👨‍💻 80 · 🔀 320 · 📦 2.6K · 📋 500 - 36% open · ⏱️ 23.08.2022):
```
it clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 110K / month):
```
ip install ipyleaflet
```
Conda (📥 870K · ⏱️ 23.08.2022):
```
onda install -c conda-forge ipyleaflet
```
NPM (📥 50K / month):
```
pm install jupyter-leaflet
```

Fiona (🥈30 · ⭐ 940) - Fiona读写地理数据文件。BSD-3

GitHub (👨‍💻 66 · 🔀 170 · 📦 9.4K · 📋 680 - 10% open · ⏱️ 01.03.2022):
```
it clone https://github.com/Toblerity/Fiona
```
PyPi (📥 3.1M / month):
```
ip install fiona
```
Conda (📥 3.3M · ⏱️ 30.05.2022):
```
onda install -c conda-forge fiona
```

pyproj (🥈29 · ⭐ 780) - 与PROJ的Python界面（图形投影和坐标。MIT

GitHub (👨‍💻 52 · 🔀 180 · 📦 16K · 📋 500 - 1% open · ⏱️ 26.08.2022):
```
it clone https://github.com/pyproj4/pyproj
```
PyPi (📥 5M / month):
```
ip install pyproj
```
Conda (📥 4M · ⏱️ 17.06.2022):
```
onda install -c conda-forge pyproj
```

folium (🥈28 · ⭐ 5.9K) - Leaflet.js地图的Python数据。MIT

GitHub (👨‍💻 130 · 🔀 2.1K · 📦 18K · 📋 940 - 22% open · ⏱️ 06.05.2022):
```
it clone https://github.com/python-visualization/folium
```
PyPi (📥 820K / month):
```
ip install folium
```
Conda (📥 1.1M · ⏱️ 03.12.2021):
```
onda install -c conda-forge folium
```

Rasterio (🥉27 · ⭐ 1.8K) - Rasterio读写地理空间栅格数据集。❗Unlicensed

GitHub (👨‍💻 130 · 🔀 470 · 📥 760 · 📦 5.4K · 📋 1.6K - 8% open · ⏱️ 18.08.2022):
```
it clone https://github.com/mapbox/rasterio
```
PyPi (📥 600K / month):
```
ip install rasterio
```
Conda (📥 1.7M · ⏱️ 19.08.2022):
```
onda install -c conda-forge rasterio
```

geojson (🥉27 · ⭐ 740) - GeoJSON的Python接口。BSD-3

GitHub (👨‍💻 48 · 🔀 93 · 📦 10K · 📋 85 - 25% open · ⏱️ 07.05.2022):
```
it clone https://github.com/jazzband/geojson
```
PyPi (📥 780K / month):
```
ip install geojson
```
Conda (📥 560K · ⏱️ 11.08.2019):
```
onda install -c conda-forge geojson
```

Cartopy (🥉26 · ⭐ 1.8K) - Rasterio读写地理空间栅格数据集。❗Unlicensed

GitHub (👨‍💻 130 · 🔀 470 · 📥 760 · 📦 5.4K · 📋 1.6K - 8% open · ⏱️ 18.08.2022):
```
it clone https://github.com/mapbox/rasterio
```
PyPi (📥 120K / month):
```
ip install Cartopy
```
Conda (📥 2.3M · ⏱️ 25.08.2022):
```
onda install -c conda-forge cartopy
```

GeoViews (🥉25 · ⭐ 430) - 使用Python进行简单，简洁的地理可视化。BSD-3

GitHub (👨‍💻 28 · 🔀 66 · 📦 470 · 📋 300 - 34% open · ⏱️ 24.08.2022):
```
it clone https://github.com/holoviz/geoviews
```
PyPi (📥 7.7K / month):
```
ip install geoviews
```
Conda (📥 120K · ⏱️ 08.03.2022):
```
onda install -c conda-forge geoviews
```

ArcGIS API (🥉24 · ⭐ 1.4K) - ArcGIS API for Python的文档和示例。Apache-2

GitHub (👨‍💻 81 · 🔀 910 · 📥 5.2K · 📋 470 - 8% open · ⏱️ 17.08.2022):
```
it clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 45K / month):
```
ip install arcgis
```
Docker Hub (📥 7.2K · ⭐ 35 · ⏱️ 17.06.2022):
```
ocker pull esridocker/arcgis-api-python-notebook
```

PySAL (🥉23 · ⭐ 1.1K) - PySAL：Python空间分析库元包。BSD-3

GitHub (👨‍💻 77 · 🔀 260 · 📋 610 - 1% open · ⏱️ 23.07.2022):
```
it clone https://github.com/pysal/pysal
```
PyPi (📥 30K / month):
```
ip install pysal
```
Conda (📥 450K · ⏱️ 01.08.2022):
```
onda install -c conda-forge pysal
```

Sentinelsat (🥉22 · ⭐ 790) - 搜索和下载哥白尼前哨卫星图像。❗️GPL-3.0

GitHub (👨‍💻 42 · 🔀 200 · 📥 230 · 📦 350 · 📋 330 - 2% open · ⏱️ 01.08.2022):
```
it clone https://github.com/sentinelsat/sentinelsat
```
PyPi (📥 13K / month):
```
ip install sentinelsat
```

Mapbox GL (🥉22 · ⭐ 620 · 💀) - 使用Mapbox GL JS可视化Python Jupyter笔记本中的数据。MIT

GitHub (👨‍💻 21 · 🔀 130 · 📦 140 · 📋 99 - 32% open · ⏱️ 19.04.2021):
```
it clone https://github.com/mapbox/mapboxgl-jupyter
```
PyPi (📥 11K / month):
```
ip install mapboxgl
```

Satpy (🥉21 · ⭐ 850) - 用于地球观测卫星数据处理的Python软件包。❗️GPL-3.0

GitHub (👨‍💻 130 · 🔀 240 · 📦 72 · 📋 790 - 38% open · ⏱️ 25.08.2022):
```
it clone https://github.com/pytroll/satpy
```
PyPi (📥 1.1K / month):
```
ip install satpy
```
Conda (📥 100K · ⏱️ 15.08.2022):
```
onda install -c conda-forge satpy
```

EarthPy (🥉21 · ⭐ 380 · 💤) - 使用开放源代码处理空间数据。BSD-3

GitHub (👨‍💻 40 · 🔀 140 · 📦 160 · 📋 230 - 8% open · ⏱️ 20.12.2021):
```
it clone https://github.com/earthlab/earthpy
```
PyPi (📥 8.4K / month):
```
ip install earthpy
```
Conda (📥 49K · ⏱️ 04.10.2021):
```
onda install -c conda-forge earthpy
```

geoplotlib (🥉19 · ⭐ 970 · 💀) - python工具箱，用于可视化地理数据和制作地图。MIT

GitHub (👨‍💻 8 · 🔀 160 · 📦 150 · 📋 44 - 56% open · ⏱️ 06.05.2019):
```
it clone https://github.com/andrea-cuttone/geoplotlib
```
PyPi (📥 880 / month):
```
ip install geoplotlib
```

gmaps (🥉18 · ⭐ 740 · 💀) - Google为Jupyter笔记本电脑映射。BSD-3

GitHub (👨‍💻 16 · 🔀 140 · 📦 1 · 📋 200 - 32% open · ⏱️ 22.07.2019):
```
it clone https://github.com/pbugnion/gmaps
```
PyPi (📥 9K / month):
```
ip install gmaps
```
Conda (📥 270K · ⏱️ 02.08.2019):
```
onda install -c conda-forge gmaps
```
NPM (📥 1.8K / month):
```
pm install jupyter-gmaps
```

pymap3d (🥉18 · ⭐ 270) - 纯Python实现（Numpy可选）的3D坐标转换。BSD-2

GitHub (👨‍💻 11 · 🔀 68 · 📋 38 - 2% open · ⏱️ 03.07.2022):
```
it clone https://github.com/geospace-code/pymap3d
```
PyPi (📥 50K / month):
```
ip install pymap3d
```
Conda (📥 29K · ⏱️ 04.07.2022):
```
onda install -c conda-forge pymap3d
```

金融数据处理

用于算法股票/加密交易，风险分析，回测，技术分析以及其他金融数据任务的库。

zipline (🥇30 · ⭐ 15K · 💀) - Zipline，一个Pythonic算法交易库。Apache-2

GitHub (👨‍💻 160 · 🔀 4K · 📦 880 · 📋 970 - 32% open · ⏱️ 14.10.2020):
```
it clone https://github.com/quantopian/zipline
```
PyPi (📥 3.1K / month):
```
ip install zipline
```

yfinance (🥇30 · ⭐ 7.5K) - Yahoo! 金融市场数据下载器（+更快的Pandas数据加载读取器）。Apache-2

GitHub (👨‍💻 60 · 🔀 1.6K · 📦 13K · 📋 810 - 56% open · ⏱️ 11.07.2022):
```
it clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 500K / month):
```
ip install yfinance
```
Conda (📥 51K · ⏱️ 10.07.2021):
```
onda install -c ranaroussi yfinance
```

backtrader (🥇27 · ⭐ 9.2K · 💀) - 用于交易策略的Python Backtesting库。❗️GPL-3.0

GitHub (👨‍💻 52 · 🔀 2.7K · 📦 1.1K · ⏱️ 17.07.2021):
```
it clone https://github.com/mementum/backtrader
```
PyPi (📥 13K / month):
```
ip install backtrader
```

pyfolio (🥈26 · ⭐ 4.5K · 💀) - Python中的投资组合和风险分析。Apache-2

GitHub (👨‍💻 56 · 🔀 1.4K · 📦 450 · 📋 400 - 34% open · ⏱️ 15.07.2020):
```
it clone https://github.com/quantopian/pyfolio
```
PyPi (📥 6.5K / month):
```
ip install pyfolio
```
Conda (📥 9.3K · ⏱️ 16.05.2020):
```
onda install -c conda-forge pyfolio
```

ta (🥈26 · ⭐ 3.2K) - 使用Pandas和Numpy的技术分析库。MIT

GitHub (👨‍💻 29 · 🔀 720 · 📦 1.4K · 📋 200 - 51% open · ⏱️ 23.08.2022):
```
it clone https://github.com/bukosabino/ta
```
PyPi (📥 71K / month):
```
ip install ta
```

ffn (🥈26 · ⭐ 1.3K) - ffn-Python的金融函数库。MIT

GitHub (👨‍💻 28 · 🔀 220 · 📦 220 · 📋 100 - 20% open · ⏱️ 01.07.2022):
```
it clone https://github.com/pmorissette/ffn
```
PyPi (📥 37K / month):
```
ip install ffn
```

Alphalens (🥈25 · ⭐ 2.4K · 💀) - 股票因子预测分析。Apache-2

GitHub (👨‍💻 25 · 🔀 880 · 📦 570 · 📋 180 - 20% open · ⏱️ 27.04.2020):
```
it clone https://github.com/quantopian/alphalens
```
PyPi (📥 13K / month):
```
ip install alphalens
```
Conda (📥 16K · ⏱️ 16.05.2020):
```
onda install -c conda-forge alphalens
```

empyrical (🥈25 · ⭐ 970 · 💀) - 常见的金融风险和绩效指标。Apache-2

GitHub (👨‍💻 22 · 🔀 300 · 📦 940 · 📋 49 - 46% open · ⏱️ 14.10.2020):
```
it clone https://github.com/quantopian/empyrical
```
PyPi (📥 28K / month):
```
ip install empyrical
```
Conda (📥 18K · ⏱️ 14.10.2020):
```
onda install -c conda-forge empyrical
```

Qlib (🥈24 · ⭐ 9.5K) - Qlib是一个面向AI的量化投资平台。MIT

GitHub (👨‍💻 100 · 🔀 1.7K · 📥 330 · 📦 27 · 📋 600 - 27% open · ⏱️ 24.08.2022):
```
it clone https://github.com/microsoft/qlib
```
PyPi (📥 2.4K / month):
```
ip install pyqlib
```

bt (🥈24 · ⭐ 1.5K) - bt-Python的灵活回测。MIT

GitHub (👨‍💻 27 · 🔀 320 · 📦 130 · 📋 300 - 20% open · ⏱️ 24.08.2022):
```
it clone https://github.com/pmorissette/bt
```
PyPi (📥 5.5K / month):
```
ip install bt
```

FinTA (🥉23 · ⭐ 1.7K) - 基于pandas实现的通用金融技术指标。❗️LGPL-3.0

GitHub (👨‍💻 28 · 🔀 550 · 📦 260 · 📋 85 - 24% open · ⏱️ 24.07.2022):
```
it clone https://github.com/peerchemist/finta
```
PyPi (📥 7.7K / month):
```
ip install finta
```

arch (🥉23 · ⭐ 970) - Python中的ARCH模型。❗Unlicensed

GitHub (👨‍💻 31 · 🔀 210 · 📦 620 · 📋 180 - 8% open · ⏱️ 17.08.2022):
```
it clone https://github.com/bashtage/arch
```
PyPi (📥 320K / month):
```
ip install arch
```

TensorTrade (🥉22 · ⭐ 3.9K) - 一个开放源代码的强化学习框架。Apache-2

GitHub (👨‍💻 61 · 🔀 890 · 📦 36 · 📋 230 - 16% open · ⏱️ 23.08.2022):
```
it clone https://github.com/tensortrade-org/tensortrade
```
PyPi (📥 490 / month):
```
ip install tensortrade
```

PyAlgoTrade (🥉22 · ⭐ 3.7K · 💀) - Python算法交易库。Apache-2

GitHub (👨‍💻 11 · 🔀 1.2K · 📦 110 · 📋 120 - 31% open · ⏱️ 21.08.2018):
```
it clone https://github.com/gbeced/pyalgotrade
```
PyPi (📥 480 / month):
```
ip install pyalgotrade
```

Alpha Vantage (🥉21 · ⭐ 3.7K · 💀) - 用于金融数据的Alpha Vantage API的python包装器。MIT

GitHub (👨‍💻 39 · 🔀 640 · 📋 260 - 2% open · ⏱️ 14.06.2021):
```
it clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 17K / month):
```
ip install alpha_vantage
```

Enigma Catalyst (🥉21 · ⭐ 2.4K · 💤) - Python中加密资产的算法交易库。Apache-2

GitHub (👨‍💻 150 · 🔀 700 · 📦 25 · 📋 480 - 25% open · ⏱️ 22.09.2021):
```
it clone https://github.com/enigmampc/catalyst
```
PyPi (📥 430 / month):
```
ip install enigma-catalyst
```

tf-quant-finance (🥉20 · ⭐ 3.2K) - 用于量化投资的高性能TensorFlow库。Apache-2

GitHub (👨‍💻 41 · 🔀 420 · 📋 40 - 37% open · ⏱️ 19.08.2022):
```
it clone https://github.com/google/tf-quant-finance
```
PyPi (📥 4.8K / month):
```
ip install tf-quant-finance
```

IB-insync (🥉20 · ⭐ 1.9K) - 用于Interactive Brokers API的Python同步/异步框架。BSD-2

GitHub (👨‍💻 31 · 🔀 490 · 📋 420 - 1% open · ⏱️ 23.08.2022):
```
it clone https://github.com/erdewit/ib_insync
```
PyPi (📥 7.4K / month):
```
ip install ib_insync
```
Conda (📥 20K · ⏱️ 29.11.2021):
```
onda install -c conda-forge ib-insync
```

Crypto Signals (🥉19 · ⭐ 4.1K) - CryptoSignal量化交易技术。MIT

GitHub (👨‍💻 28 · 🔀 1.1K · 📋 260 - 20% open · ⏱️ 09.08.2022):
```
it clone https://github.com/CryptoSignal/crypto-signal
```
Docker Hub (📥 140K · ⭐ 7 · ⏱️ 03.09.2020):
```
ocker pull shadowreaver/crypto-signal
```

stockstats (🥉19 · ⭐ 1K · 💤) - 提供StockDataFrame包装器❗Unlicensed

GitHub (👨‍💻 8 · 🔀 260 · 📦 530 · 📋 87 - 11% open · ⏱️ 07.01.2022):
```
it clone https://github.com/jealous/stockstats
```
PyPi (📥 6.2K / month):
```
ip install stockstats
```

finmarketpy (🥉18 · ⭐ 3K) - Python库，用于回测交易策略和分析。Apache-2

GitHub (👨‍💻 14 · 🔀 440 · 📥 40 · 📦 5 · 📋 26 - 88% open · ⏱️ 05.04.2022):
```
it clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 100 / month):
```
ip install finmarketpy
```

Backtesting.py (🥉17 · ⭐ 2.8K) - 回溯Python中的交易策略。❗️AGPL-3.0

GitHub (👨‍💻 15 · 🔀 550 · 📋 330 - 17% open · ⏱️ 27.03.2022):
```
it clone https://github.com/kernc/backtesting.py
```
PyPi (📥 7.4K / month):
```
ip install backtesting
```

surpriver (🥉12 · ⭐ 1.5K · 💀) - 使用机器学习在股票大波动之前找到它。❗️GPL-3.0

GitHub (👨‍💻 6 · 🔀 280 · 📋 15 - 60% open · ⏱️ 21.09.2020):
```
it clone https://github.com/tradytics/surpriver
```

时间序列

用于按时间序列和顺序数据进行预测，异常检测，特征提取和机器学习的库。

pmdarima (🥇30 · ⭐ 1.2K · 📈) - 一个统计数据库，旨在填补Python时间序列中的空白。MIT

GitHub (👨‍💻 21 · 🔀 210 · 📦 2.5K · 📋 280 - 9% open · ⏱️ 23.08.2022):
```
it clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 1.5M / month):
```
ip install pmdarima
```

sktime (🥇27 · ⭐ 5.6K) - 具有时间序列的机器学习的统一框架。BSD-3

GitHub (👨‍💻 190 · 🔀 890 · 📥 76 · 📦 560 · 📋 1.3K - 33% open · ⏱️ 25.08.2022):
```
it clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 260K / month):
```
ip install sktime
```

STUMPY (🥈26 · ⭐ 2.4K) - STUMPY是一个功能强大且可扩展的Python库，用于矩阵计算。BSD-3

GitHub (👨‍💻 31 · 🔀 230 · 📦 260 · 📋 340 - 11% open · ⏱️ 04.08.2022):
```
it clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 170K / month):
```
ip install stumpy
```
Conda (📥 48K · ⏱️ 31.03.2022):
```
onda install -c conda-forge stumpy
```

Prophet (🥈25 · ⭐ 15K) - 产生具有时间序列数据的高质量预测的工具。MIT

GitHub (👨‍💻 150 · 🔀 4.2K · 📥 810 · 📋 1.9K - 13% open · ⏱️ 07.07.2022):
```
it clone https://github.com/facebook/prophet
```
PyPi (📥 1.7M / month):
```
ip install fbprophet
```

Darts (🥈25 · ⭐ 4.6K) - 一个易于操作和预测时间序列的python库。Apache-2

GitHub (👨‍💻 61 · 🔀 480 · 📦 92 · 📋 600 - 23% open · ⏱️ 25.08.2022):
```
it clone https://github.com/unit8co/darts
```
PyPi (📥 6.4K / month):
```
ip install u8darts
```
Docker Hub (📥 360 · ⏱️ 12.08.2022):
```
ocker pull unit8/darts
```

tslearn (🥈25 · ⭐ 2.2K) - 专门用于时间序列数据的机器学习工具包。BSD-2

GitHub (👨‍💻 39 · 🔀 280 · 📦 560 · 📋 280 - 32% open · ⏱️ 17.06.2022):
```
it clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 100K / month):
```
ip install tslearn
```
Conda (📥 270K · ⏱️ 15.01.2022):
```
onda install -c conda-forge tslearn
```

pytorch-forecasting (🥈25 · ⭐ 2.2K) - 使用PyTorch进行时间序列预测。MIT

GitHub (👨‍💻 32 · 🔀 350 · 📋 510 - 49% open · ⏱️ 22.08.2022):
```
it clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 74K / month):
```
ip install pytorch-forecasting
```

tsfresh (🥈23 · ⭐ 6.6K · 💤) - 从时间序列中自动提取相关特征。MIT

GitHub (👨‍💻 82 · 🔀 1K · 📋 490 - 10% open · ⏱️ 21.12.2021):
```
it clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 420K / month):
```
ip install tsfresh
```
Conda (📥 220K · ⏱️ 21.12.2021):
```
onda install -c conda-forge tsfresh
```

pyts (🥈23 · ⭐ 1.3K) - 用于时间序列分类的Python软件包。BSD-3

GitHub (👨‍💻 11 · 🔀 140 · 📦 240 · 📋 64 - 59% open · ⏱️ 16.06.2022):
```
it clone https://github.com/johannfaouzi/pyts
```
PyPi (📥 140K / month):
```
ip install pyts
```
Conda (📥 13K · ⏱️ 31.10.2021):
```
onda install -c conda-forge pyts
```

Streamz (🥈23 · ⭐ 1.1K) - python的实时流处理。BSD-3

GitHub (👨‍💻 45 · 🔀 140 · 📦 310 · 📋 240 - 39% open · ⏱️ 27.07.2022):
```
it clone https://github.com/python-streamz/streamz
```
PyPi (📥 12K / month):
```
ip install streamz
```
Conda (📥 380K · ⏱️ 28.07.2022):
```
onda install -c conda-forge streamz
```

GluonTS (🥉22 · ⭐ 2.9K) - Python中的概率时间序列建模。Apache-2

GitHub (👨‍💻 93 · 🔀 580 · 📋 740 - 31% open · ⏱️ 25.08.2022):
```
it clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 140K / month):
```
ip install gluonts
```

PyFlux (🥉22 · ⭐ 2K · 💀) - 适用于Python的开源时间序列库。BSD-3

GitHub (👨‍💻 6 · 🔀 220 · 📦 220 · 📋 150 - 56% open · ⏱️ 16.12.2018):
```
it clone https://github.com/RJT1990/pyflux
```
PyPi (📥 150K / month):
```
ip install pyflux
```

luminol (🥉20 · ⭐ 1K · 💀) - 异常检测和相关库。Apache-2

GitHub (👨‍💻 8 · 🔀 200 · 📦 66 · 📋 36 - 66% open · ⏱️ 09.01.2018):
```
it clone https://github.com/linkedin/luminol
```
PyPi (📥 32K / month):
```
ip install luminol
```

ADTK (🥉18 · ⭐ 850 · 💀) - 一个Python工具包，用于基于规则的/无监督的异常检测。MPL-2.0

GitHub (👨‍💻 11 · 🔀 100 · 📋 67 - 46% open · ⏱️ 17.04.2020):
```
it clone https://github.com/arundo/adtk
```
PyPi (📥 280K / month):
```
ip install adtk
```

pydlm (🥉18 · ⭐ 420 · 💀) - 用于贝叶斯时间序列建模的python库。BSD-3

GitHub (👨‍💻 6 · 🔀 91 · 📦 27 · 📋 43 - 81% open · ⏱️ 22.10.2019):
```
it clone https://github.com/wwrechard/pydlm
```
PyPi (📥 27K / month):
```
ip install pydlm
```

tick (🥉18 · ⭐ 400 · 💀) - 统计学习模块。BSD-3

GitHub (👨‍💻 16 · 🔀 84 · 📥 200 · 📦 66 · 📋 220 - 25% open · ⏱️ 15.06.2020):
```
it clone https://github.com/X-DataInitiative/tick
```
PyPi (📥 980 / month):
```
ip install tick
```

matrixprofile-ts (🥉17 · ⭐ 690 · 💀) - 一个用于检测模式和异常的Python库。Apache-2

GitHub (👨‍💻 15 · 🔀 97 · 📦 19 · 📋 53 - 35% open · ⏱️ 25.04.2020):
```
it clone https://github.com/target/matrixprofile-ts
```
PyPi (📥 520 / month):
```
ip install matrixprofile-ts
```

seglearn (🥉17 · ⭐ 520) - 机器学习时间序列的Python模块。BSD-3

GitHub (👨‍💻 14 · 🔀 61 · 📦 11 · 📋 29 - 20% open · ⏱️ 16.06.2022):
```
it clone https://github.com/dmbee/seglearn
```
PyPi (📥 970 / month):
```
ip install seglearn
```

Auto TS (🥉17 · ⭐ 470) - 自动实现ARIMA，SARIMAX，VAR，FB Prophet和XGBoost等模型时序建模。Apache-2

GitHub (👨‍💻 6 · 🔀 86 · 📋 75 - 8% open · ⏱️ 16.08.2022):
```
it clone https://github.com/AutoViML/Auto_TS
```
PyPi (📥 4.4K / month):
```
ip install auto-ts
```

atspy (🥉13 · ⭐ 450 · 💤) - AtsPy：Python中的自动时间序列模型。❗Unlicensed

GitHub (👨‍💻 5 · 🔀 85 · 📦 6 · 📋 21 - 90% open · ⏱️ 18.12.2021):
```
it clone https://github.com/firmai/atspy
```
PyPi (📥 350 / month):
```
ip install atspy
```

医疗领域

用于处理和分析MRI，EEG，基因组数据和其他医学成像格式等医学数据的库。

NIPYPE (🥇31 · ⭐ 640) - 神经影像软件包的工作流程和接口。Apache-2

GitHub (👨‍💻 240 · 🔀 460 · 📦 1K · 📋 1.3K - 28% open · ⏱️ 22.08.2022):
```
it clone https://github.com/nipy/nipype
```
PyPi (📥 54K / month):
```
ip install nipype
```
Conda (📥 490K · ⏱️ 14.07.2022):
```
onda install -c conda-forge nipype
```

Lifelines (🥇30 · ⭐ 1.9K) - Python中的生存分析。MIT

GitHub (👨‍💻 100 · 🔀 480 · 📦 1K · 📋 870 - 25% open · ⏱️ 17.07.2022):
```
it clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 370K / month):
```
ip install lifelines
```
Conda (📥 210K · ⏱️ 18.05.2022):
```
onda install -c conda-forge lifelines
```

NiBabel (🥈28 · ⭐ 490) - Python软件包，用于访问神经影像文件格式。❗Unlicensed

GitHub (👨‍💻 94 · 🔀 230 · 📦 7.9K · 📋 440 - 26% open · ⏱️ 20.08.2022):
```
it clone https://github.com/nipy/nibabel
```
PyPi (📥 230K / month):
```
ip install nibabel
```
Conda (📥 470K · ⏱️ 18.06.2022):
```
onda install -c conda-forge nibabel
```

MNE (🥈27 · ⭐ 2K) - MNE：Python中的磁脑图（MEG）和脑电图（EEG）。BSD-3

GitHub (👨‍💻 310 · 🔀 1K · 📦 1.8K · 📋 4.2K - 9% open · ⏱️ 25.08.2022):
```
it clone https://github.com/mne-tools/mne-python
```
PyPi (📥 48K / month):
```
ip install mne
```
Conda (📥 220K · ⏱️ 24.08.2022):
```
onda install -c conda-forge mne
```

Hail (🥈27 · ⭐ 820) - 可扩展的基因组数据分析。MIT

GitHub (👨‍💻 81 · 🔀 210 · 📦 75 · 📋 2K - 0% open · ⏱️ 26.08.2022):
```
it clone https://github.com/hail-is/hail
```
PyPi (📥 240K / month):
```
ip install hail
```

MONAI (🥈25 · ⭐ 3.3K) - 用于医疗成像的AI工具包。Apache-2

GitHub (👨‍💻 110 · 🔀 640 · 📦 460 · 📋 1.9K - 11% open · ⏱️ 25.08.2022):
```
it clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 48K / month):
```
ip install monai
```

Nilearn (🥈24 · ⭐ 880) - Python中NeuroImaging的机器学习。❗Unlicensed

GitHub (👨‍💻 190 · 🔀 450 · 📥 64 · 📦 1.7K · 📋 1.6K - 14% open · ⏱️ 25.08.2022):
```
it clone https://github.com/nilearn/nilearn
```
PyPi (📥 38K / month):
```
ip install nilearn
```
Conda (📥 180K · ⏱️ 24.08.2022):
```
onda install -c conda-forge nilearn
```

DIPY (🥈24 · ⭐ 540) - DIPY是Python中的Paragon 3D/4D +影像库。❗Unlicensed

GitHub (👨‍💻 130 · 🔀 340 · 📦 600 · 📋 780 - 14% open · ⏱️ 25.08.2022):
```
it clone https://github.com/dipy/dipy
```
PyPi (📥 13K / month):
```
ip install dipy
```
Conda (📥 320K · ⏱️ 15.03.2022):
```
onda install -c conda-forge dipy
```

DeepVariant (🥉22 · ⭐ 2.6K) - DeepVariant是使用深度神经网络的分析管道。BSD-3

GitHub (👨‍💻 24 · 🔀 620 · 📥 4.1K · 📋 500 - 1% open · ⏱️ 02.06.2022):
```
it clone https://github.com/google/deepvariant
```
Conda (📥 44K · ⏱️ 05.06.2022):
```
onda install -c bioconda deepvariant
```

NiftyNet (🥉22 · ⭐ 1.3K · 💀) - 开源医疗卷积神经网络工具库。Apache-2

GitHub (👨‍💻 59 · 🔀 390 · 📦 38 · 📋 320 - 30% open · ⏱️ 21.04.2020):
```
it clone https://github.com/NifTK/NiftyNet
```
PyPi (📥 260 / month):
```
ip install niftynet
```

MedPy (🥉22 · ⭐ 430 · 💀) - Python中的医学图像处理。❗️GPL-3.0

GitHub (👨‍💻 14 · 🔀 120 · 📦 700 · 📋 80 - 15% open · ⏱️ 01.05.2020):
```
it clone https://github.com/loli/medpy
```
PyPi (📥 13K / month):
```
ip install MedPy
```

Glow (🥉22 · ⭐ 210) - 一个用于大规模基因组分析的开源工具包。Apache-2

GitHub (👨‍💻 21 · 🔀 78 · 📋 130 - 40% open · ⏱️ 09.05.2022):
```
it clone https://github.com/projectglow/glow
```
PyPi (📥 140K / month):
```
ip install glow.py
```

DLTK (🥉18 · ⭐ 1.3K · 💀) - 用于医学图像分析的深度学习工具包。Apache-2

GitHub (👨‍💻 9 · 🔀 390 · 📦 23 · 📋 31 - 22% open · ⏱️ 21.01.2019):
```
it clone https://github.com/DLTK/DLTK
```
PyPi (📥 100 / month):
```
ip install dltk
```

NIPY (🥉18 · ⭐ 320 · 💀) - Python FMRI分析软件包中的Neuroimaging。BSD-3

GitHub (👨‍💻 63 · 🔀 130 · 📋 150 - 26% open · ⏱️ 29.03.2021):
```
it clone https://github.com/nipy/nipy
```
PyPi (📥 1.5K / month):
```
ip install nipy
```
Conda (📥 95K · ⏱️ 04.05.2020):
```
onda install -c conda-forge nipy
```

Brainiak (🥉18 · ⭐ 280 · 💀) - 脑成像分析套件。Apache-2

GitHub (👨‍💻 34 · 🔀 130 · 📦 16 · 📋 200 - 37% open · ⏱️ 28.05.2021):
```
it clone https://github.com/brainiak/brainiak
```
PyPi (📥 180 / month):
```
ip install brainiak
```
Docker Hub (📥 760 · ⭐ 1 · ⏱️ 15.10.2020):
```
ocker pull brainiak/brainiak
```

MedicalTorch (🥉15 · ⭐ 790 · 💀) - Pytorch的医学成像框架。Apache-2

GitHub (👨‍💻 8 · 🔀 110 · 📦 12 · 📋 22 - 59% open · ⏱️ 16.04.2021):
```
it clone https://github.com/perone/medicaltorch
```
PyPi (📥 210 / month):
```
ip install medicaltorch
```

MedicalNet (🥉14 · ⭐ 1.4K · 💀) - Transfer Learning for 3D Medical Image Analysis的论文实现。MIT

GitHub (🔀 370 · 📋 70 - 78% open · ⏱️ 27.08.2020):
```
it clone https://github.com/Tencent/MedicalNet
```

Medical Detection Toolkit (🥉14 · ⭐ 1.1K) - Medical Detection Toolkit包含2D + 3D。Apache-2

GitHub (👨‍💻 3 · 🔀 280 · 📋 120 - 30% open · ⏱️ 04.04.2022):
```
it clone https://github.com/MIC-DKFZ/medicaldetectiontoolkit
```

DeepNeuro (🥉11 · ⭐ 110 · 💀) - 用于神经影像数据的深度学习python软件包。MIT

GitHub (👨‍💻 6 · 🔀 34 · 📦 1 · 📋 41 - 60% open · ⏱️ 24.06.2020):
```
it clone https://github.com/QTIM-Lab/DeepNeuro
```
PyPi (📥 20 / month):
```
ip install deepneuro
```

光学字符识别OCR

用于光学字符识别（OCR）和从图像或视频中提取文本的库。

EasyOCR (🥇31 · ⭐ 16K) - 即用型OCR，具有80多种受支持的语言和所有流行的手写文字。Apache-2

GitHub (👨‍💻 110 · 🔀 2.2K · 📥 2M · 📦 1.5K · 📋 640 - 15% open · ⏱️ 25.08.2022):
```
it clone https://github.com/JaidedAI/EasyOCR
```
PyPi (📥 84K / month):
```
ip install easyocr
```

PaddleOCR (🥇27 · ⭐ 24K) - 基于PaddlePaddle的多语言OCR工具包。Apache-2

GitHub (👨‍💻 110 · 🔀 4.9K · 📦 780 · 📋 5.1K - 25% open · ⏱️ 26.08.2022):
```
it clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 38K / month):
```
ip install paddleocr
```

tesserocr (🥈26 · ⭐ 1.7K) - 用于tesseract-ocr API的Python包装器。MIT

GitHub (👨‍💻 26 · 🔀 220 · 📦 700 · 📋 250 - 31% open · ⏱️ 23.08.2022):
```
it clone https://github.com/sirfz/tesserocr
```
PyPi (📥 49K / month):
```
ip install tesserocr
```
Conda (📥 81K · ⏱️ 04.05.2022):
```
onda install -c conda-forge tesserocr
```

Tesseract (🥈25 · ⭐ 4.4K) - Python-tesseract是一种光学字符识别（OCR）工具。Apache-2

GitHub (👨‍💻 41 · 🔀 600 · 📋 310 - 4% open · ⏱️ 16.08.2022):
```
it clone https://github.com/madmaze/pytesseract
```
PyPi (📥 670K / month):
```
ip install pytesseract
```

Conda (📥 520K · ⏱️ 15.03.2022):

onda install -c conda-forge pytesseract

OCRmyPDF (🥈22 · ⭐ 7K) - OCRmyPDF将OCR文本层添加到扫描的PDF文件中使用。MPL-2.0

GitHub (👨‍💻 74 · 🔀 590 · 📋 880 - 9% open · ⏱️ 15.08.2022):
```
it clone https://github.com/jbarlow83/OCRmyPDF
```
PyPi (📥 25K / month):
```
ip install ocrmypdf
```

pdftabextract (🥉19 · ⭐ 2K) - 一组用于从PDF文件提取表格的工具。Apache-2

GitHub (👨‍💻 3 · 🔀 350 · 📦 42 · 📋 21 - 14% open · ⏱️ 24.06.2022):
```
it clone https://github.com/WZBSocialScienceCenter/pdftabextract
```
PyPi (📥 660 / month):
```
ip install pdftabextract
```

calamari (🥉19 · ⭐ 940) - 基于OCRopy的基于行的ATR引擎。Apache-2

GitHub (👨‍💻 19 · 🔀 190 · 📋 250 - 19% open · ⏱️ 10.06.2022):
```
it clone https://github.com/Calamari-OCR/calamari
```
PyPi (📥 430 / month):
```
ip install calamari_ocr
```

attention-ocr (🥉19 · ⭐ 920 · 💤) - 用于文本识别的Tensorflow模型。MIT

GitHub (👨‍💻 27 · 🔀 240 · 📦 20 · 📋 150 - 15% open · ⏱️ 29.10.2021):
```
it clone https://github.com/emedvedev/attention-ocr
```
PyPi (📥 96 / month):
```
ip install aocr
```

doc2text (🥉18 · ⭐ 1.3K · 💀) - 批量检测文本块和OCR扫描不良的PDF。MIT

GitHub (👨‍💻 5 · 🔀 95 · 📦 60 · 📋 21 - 57% open · ⏱️ 01.12.2020):
```
it clone https://github.com/jlsutherland/doc2text
```
PyPi (📥 1.8K / month):
```
ip install doc2text
```

keras-ocr (🥉18 · ⭐ 1.1K) - CRAFT文本检测器。MIT

GitHub (👨‍💻 15 · 🔀 270 · 📥 300K · 📋 180 - 38% open · ⏱️ 19.05.2022):
```
it clone https://github.com/faustomorales/keras-ocr
```
PyPi (📥 5.8K / month):
```
ip install keras-ocr
```

Mozart (🥉11 · ⭐ 400) - 光学音乐识别（OMR）系统。Apache-2

GitHub (👨‍💻 5 · 🔀 58 · 📋 12 - 25% open · ⏱️ 24.08.2022):
```
it clone https://github.com/aashrafh/Mozart
```

数据容器和结构

通用数据容器和结构以及pandas的实用程序和扩展。

pandas (🥇39 · ⭐ 35K) - 灵活而强大的数据分析/操作库。BSD-3

GitHub (👨‍💻 3.1K · 🔀 15K · 📥 160K · 📦 800K · 📋 23K - 14% open · ⏱️ 25.08.2022):
```
it clone https://github.com/pandas-dev/pandas
```
PyPi (📥 100M / month):
```
ip install pandas
```
Conda (📥 29M · ⏱️ 24.08.2022):
```
onda install -c conda-forge pandas
```

numpy (🥇38 · ⭐ 21K) - 使用Python进行科学计算的基本软件包。BSD-3

GitHub (👨‍💻 1.5K · 🔀 7K · 📥 560K · 📦 1.2M · 📋 11K - 18% open · ⏱️ 24.08.2022):
```
it clone https://github.com/numpy/numpy
```
PyPi (📥 130M / month):
```
ip install numpy
```
Conda (📥 38M · ⏱️ 16.08.2022):
```
onda install -c conda-forge numpy
```

h5py (🥇36 · ⭐ 1.8K) - 适用于Python的HDF5-h5py软件包，HDF5的Pythonic接口。BSD-3

GitHub (👨‍💻 180 · 🔀 450 · 📥 2.1K · 📦 170K · 📋 1.3K - 16% open · ⏱️ 01.07.2022):
```
it clone https://github.com/h5py/h5py
```
PyPi (📥 12M / month):
```
ip install h5py
```
Conda (📥 8.8M · ⏱️ 14.08.2022):
```
onda install -c conda-forge h5py
```

Arrow (🥈33 · ⭐ 10K) - Apache Arrow定义了一种在内存中表示tabular data的格式。Apache-2

GitHub (👨‍💻 930 · 🔀 2.4K · 📦 77 · 📋 840 - 6% open · ⏱️ 25.08.2022):
```
it clone https://github.com/apache/arrow
```
PyPi (📥 68M / month):
```
ip install pyarrow
```
Conda (📥 1.1M · ⏱️ 27.01.2022):
```
onda install -c conda-forge arrow
```

Modin (🥈29 · ⭐ 7.7K) - Modin：通过更改一行来加快Pandas工作流程。Apache-2

GitHub (👨‍💻 100 · 🔀 540 · 📥 200K · 📦 710 · 📋 2.9K - 30% open · ⏱️ 25.08.2022):
```
it clone https://github.com/modin-project/modin
```
PyPi (📥 180K / month):
```
ip install modin
```

xarray (🥈29 · ⭐ 2.7K) - Python中带有N-D标签的数组和数据集。Apache-2

GitHub (👨‍💻 390 · 🔀 800 · 📦 12K · 📋 3.4K - 26% open · ⏱️ 25.08.2022):
```
it clone https://github.com/pydata/xarray
```
PyPi (📥 1.6M / month):
```
ip install xarray
```
Conda (📥 5.7M · ⏱️ 26.07.2022):
```
onda install -c conda-forge xarray
```

sklearn-pandas (🥈29 · ⭐ 2.6K) - pandas与sklearn集成。❗️Zlib

GitHub (👨‍💻 39 · 🔀 380 · 📦 4.4K · 📋 150 - 16% open · ⏱️ 17.07.2022):
```
it clone https://github.com/scikit-learn-contrib/sklearn-pandas
```
PyPi (📥 580K / month):
```
ip install sklearn-pandas
```

datasketch (🥈29 · ⭐ 1.8K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog等实现。MIT

GitHub (👨‍💻 24 · 🔀 240 · 📥 19 · 📦 440 · 📋 140 - 25% open · ⏱️ 19.08.2022):
```
it clone https://github.com/ekzhu/datasketch
```
PyPi (📥 720K / month):
```
ip install datasketch
```

Bottleneck (🥈29 · ⭐ 780) - 用C编写的快速NumPy数组函数。BSD-2

GitHub (👨‍💻 25 · 🔀 80 · 📦 35K · 📋 220 - 15% open · ⏱️ 02.07.2022):
```
it clone https://github.com/pydata/bottleneck
```
PyPi (📥 430K / month):
```
ip install Bottleneck
```
Conda (📥 2.5M · ⏱️ 03.07.2022):
```
onda install -c conda-forge bottleneck
```

Koalas (🥈28 · ⭐ 3.2K · 💤) - Apache Spark上的pandas API。Apache-2

GitHub (👨‍💻 51 · 🔀 330 · 📥 1K · 📦 220 · 📋 580 - 16% open · ⏱️ 21.10.2021):
```
it clone https://github.com/databricks/koalas
```
PyPi (📥 1.6M / month):
```
ip install koalas
```
Conda (📥 180K · ⏱️ 20.10.2021):
```
onda install -c conda-forge koalas
```

Blaze (🥈28 · ⭐ 3.1K · 💀) - NumPy和Pandas连接到大数据。BSD-3

GitHub (👨‍💻 65 · 🔀 360 · 📦 8.3K · 📋 750 - 33% open · ⏱️ 15.08.2019):
```
it clone https://github.com/blaze/blaze
```
PyPi (📥 8.1K / month):
```
ip install blaze
```
Conda (📥 200K · ⏱️ 15.07.2018):
```
onda install -c conda-forge blaze
```

Vaex (🥉26 · ⭐ 7.3K) - 用于Python，ML的核外混合Apache Arrow / NumPy DataFrame可视化等实现。MIT

GitHub (👨‍💻 70 · 🔀 550 · 📥 240 · 📦 310 · 📋 1.1K - 31% open · ⏱️ 25.08.2022):
```
it clone https://github.com/vaexio/vaex
```
PyPi (📥 44K / month):
```
ip install vaex
```
Conda (📥 140K · ⏱️ 27.07.2022):
```
onda install -c conda-forge vaex
```

zarr (🥉26 · ⭐ 970) - Python的分块，压缩N维数组的实现。MIT

GitHub (👨‍💻 65 · 🔀 160 · 📦 1.4K · 📋 500 - 38% open · ⏱️ 15.08.2022):
```
it clone https://github.com/zarr-developers/zarr-python
```
PyPi (📥 120K / month):
```
ip install zarr
```
Conda (📥 1.6M · ⏱️ 23.06.2022):
```
onda install -c conda-forge zarr
```

numexpr (🥉25 · ⭐ 1.8K) - 适用于Python，NumPy，PyTables等的快速数值数组表达式评估器。MIT

GitHub (👨‍💻 63 · 🔀 180 · 📥 62 · 📋 330 - 18% open · ⏱️ 19.07.2022):
```
it clone https://github.com/pydata/numexpr
```
PyPi (📥 2.6M / month):
```
ip install numexpr
```
Conda (📥 4.7M · ⏱️ 17.07.2022):
```
onda install -c conda-forge numexpr
```

PyTables (🥉25 · ⭐ 1.1K) - 一个Python包，用于管理大量数据。BSD-3

GitHub (👨‍💻 110 · 🔀 210 · 📥 170 · 📋 650 - 22% open · ⏱️ 24.08.2022):
```
it clone https://github.com/PyTables/PyTables
```
PyPi (📥 1M / month):
```
ip install tables
```
Conda (📥 4.6M · ⏱️ 13.08.2022):
```
onda install -c conda-forge pytables
```

Arctic (🥉24 · ⭐ 2.8K) - Arctic是用于数字数据的高性能数据存储。❗️LGPL-2.1

GitHub (👨‍💻 76 · 🔀 530 · 📥 190 · 📦 180 · 📋 530 - 14% open · ⏱️ 02.03.2022):
```
it clone https://github.com/man-group/arctic
```
PyPi (📥 6.4K / month):
```
ip install arctic
```
Conda (📥 21K · ⏱️ 11.05.2022):
```
onda install -c conda-forge arctic
```

Pandaral·lel (🥉24 · ⭐ 2.4K) - A simple and efficient tool to parallelize Pandas.. BSD-3

GitHub (👨‍💻 20 · 🔀 150 · 📋 170 - 46% open · ⏱️ 24.08.2022):
```
it clone https://github.com/nalepae/pandarallel
```
PyPi (📥 520K / month):
```
ip install pandarallel
```

swifter (🥉24 · ⭐ 2.1K) - 一个可以对pandas Dataframe或者series做高效function映射的工具库。MIT

GitHub (👨‍💻 17 · 🔀 97 · 📦 660 · 📋 120 - 7% open · ⏱️ 16.08.2022):
```
it clone https://github.com/jmcarpenter2/swifter
```
PyPi (📥 270K / month):
```
ip install swifter
```
Conda (📥 150K · ⏱️ 17.08.2022):
```
onda install -c conda-forge swifter
```

pandasql (🥉24 · ⭐ 1.1K · 💀) - pandas的sqldf。MIT

GitHub (👨‍💻 15 · 🔀 150 · 📦 1.5K · 📋 70 - 65% open · ⏱️ 01.02.2017):
```
it clone https://github.com/yhat/pandasql
```
PyPi (📥 1.6M / month):
```
ip install pandasql
```

bcolz (🥉24 · ⭐ 940 · 💀) - 可以压缩的列式数据容器。❗Unlicensed

GitHub (👨‍💻 33 · 🔀 130 · 📦 1.8K · 📋 240 - 50% open · ⏱️ 10.09.2020):
```
it clone https://github.com/Blosc/bcolz
```
PyPi (📥 14K / month):
```
ip install bcolz
```
Conda (📥 310K · ⏱️ 20.06.2022):
```
onda install -c conda-forge bcolz
```

TinyDB (🥉23 · ⭐ 5.3K) - TinyDB：轻型面向文档的数据库。MIT

GitHub (👨‍💻 78 · 🔀 450 · 📋 280 - 3% open · ⏱️ 23.07.2022):
```
it clone https://github.com/msiemens/tinydb
```
PyPi (📥 390K / month):
```
ip install tinydb
```
Conda (📥 200K · ⏱️ 19.02.2022):
```
onda install -c conda-forge tinydb
```

StaticFrame (🥉22 · ⭐ 310) - 类似Pandas的DataFrame的不可变且仅增长的高效数据结构实现。MIT

GitHub (👨‍💻 20 · 🔀 26 · 📦 11 · 📋 450 - 9% open · ⏱️ 23.08.2022):
```
it clone https://github.com/InvestmentSystems/static-frame
```
PyPi (📥 1.6K / month):
```
ip install static-frame
```

Conda (📥 180K · ⏱️ 14.08.2022):

onda install -c conda-forge static-frame

datatable (🥉20 · ⭐ 1.6K) - 一个用于处理二维表格数据的Python包。MPL-2.0

GitHub (👨‍💻 33 · 🔀 140 · 📥 1.7K · 📋 1.4K - 10% open · ⏱️ 12.08.2022):
```
it clone https://github.com/h2oai/datatable
```
PyPi (📥 67K / month):
```
ip install datatable
```

pickleDB (🥉20 · ⭐ 700 · 💀) - pickleDB是使用Python的json的开源键值存储。BSD-3

GitHub (👨‍💻 12 · 🔀 110 · 📦 940 · 📋 57 - 28% open · ⏱️ 15.11.2019):
```
it clone https://github.com/patx/pickledb
```
PyPi (📥 38K / month):
```
ip install pickledb
```

fletcher (🥉19 · ⭐ 220 · 💀) - 由Apache Arrow支持的Pandas ExtensionDType/Array。MIT

GitHub (👨‍💻 24 · 🔀 33 · 📥 13 · 📦 4 · 📋 74 - 45% open · ⏱️ 18.02.2021):
```
it clone https://github.com/xhochy/fletcher
```
PyPi (📥 620 / month):
```
ip install fletcher
```
Conda (📥 46K · ⏱️ 04.11.2021):
```
onda install -c conda-forge fletcher
```

Bounter (🥉18 · ⭐ 940 · 💀) - 使用有限内存的高效计数器。MIT

GitHub (👨‍💻 8 · 🔀 44 · 📦 26 · 📋 25 - 64% open · ⏱️ 24.05.2021):
```
it clone https://github.com/RaRe-Technologies/bounter
```
PyPi (📥 170 / month):
```
ip install bounter
```

Pandas Summary (🥉16 · ⭐ 430) - pandas Dataframe的describe函数功能扩展。Apache-2

GitHub (👨‍💻 8 · 🔀 39 · 📋 13 - 46% open · ⏱️ 14.08.2022):
```
it clone https://github.com/mouradmourafiq/pandas-summary
```
PyPi (📥 46K / month):
```
ip install pandas-summary
```

PandaPy (🥉10 · ⭐ 510 · 💤) - PandaPy：具有NumPy的速度，性能高于pandas的表格数据实现。❗Unlicensed

GitHub (👨‍💻 3 · 🔀 58 · 📦 2 · 📋 2 - 50% open · ⏱️ 20.10.2021):
```
it clone https://github.com/firmai/pandapy
```
PyPi (📥 71 / month):
```
ip install pandapy
```

数据读写与提取

用于从各种数据源和格式加载，收集和提取数据的库。

Faker (🥇37 · ⭐ 15K) - Faker是一个Python软件包，可为您生成伪造数据。MIT

GitHub (👨‍💻 470 · 🔀 1.6K · 📦 67K · 📋 580 - 2% open · ⏱️ 17.08.2022):
```
it clone https://github.com/joke2k/faker
```
PyPi (📥 6.6M / month):
```
ip install Faker
```
Conda (📥 620K · ⏱️ 18.08.2022):
```
onda install -c conda-forge faker
```

Datasets (🥇32 · ⭐ 14K) - 具有ML模型的最大的即用型NLP数据集合。Apache-2

GitHub (👨‍💻 440 · 🔀 1.8K · 📦 6K · 📋 1.7K - 26% open · ⏱️ 25.08.2022):
```
it clone https://github.com/huggingface/datasets
```
PyPi (📥 1.2M / month):
```
ip install datasets
```

Tablib (🥇32 · ⭐ 4.2K) - 用于XLS，CSV，JSON，YAML和＆c中表格数据集的Python模块。MIT

GitHub (👨‍💻 120 · 🔀 540 · 📦 15K · 📋 240 - 12% open · ⏱️ 11.07.2022):
```
it clone https://github.com/jazzband/tablib
```
PyPi (📥 1.2M / month):
```
ip install tablib
```
Conda (📥 75K · ⏱️ 09.04.2022):
```
onda install -c conda-forge tablib
```

xmltodict (🥈31 · ⭐ 4.9K) - 像处理JSON一样处理XML。MIT

GitHub (👨‍💻 49 · 🔀 430 · 📦 42K · 📋 220 - 27% open · ⏱️ 08.05.2022):
```
it clone https://github.com/martinblech/xmltodict
```
PyPi (📥 18M / month):
```
ip install xmltodict
```
Conda (📥 1.9M · ⏱️ 08.05.2022):
```
onda install -c conda-forge xmltodict
```

python-magic (🥈29 · ⭐ 2.2K) - 用于libmagic的python包装器。❗Unlicensed

GitHub (👨‍💻 55 · 🔀 240 · 📦 31K · 📋 180 - 15% open · ⏱️ 20.06.2022):
```
it clone https://github.com/ahupp/python-magic
```
PyPi (📥 5.9M / month):
```
ip install python-magic
```

Conda (📥 160K · ⏱️ 10.06.2022):

onda install -c conda-forge python-magic

xlrd (🥈29 · ⭐ 2K · 💤) - xlrd是python语言中用于读取excel表格内容的库。❗Unlicensed

GitHub (👨‍💻 51 · 🔀 420 · 📦 100K · ⏱️ 21.08.2021):
```
it clone https://github.com/python-excel/xlrd
```
PyPi (📥 18M / month):
```
ip install xlrd
```
Conda (📥 2.6M · ⏱️ 09.01.2021):
```
onda install -c conda-forge xlrd
```

csvkit (🥈28 · ⭐ 5.1K) - 一套实用工具，可转换为CSV并操作。MIT

GitHub (👨‍💻 100 · 🔀 560 · 📦 1.1K · 📋 860 - 8% open · ⏱️ 11.04.2022):
```
it clone https://github.com/wireservice/csvkit
```
PyPi (📥 160K / month):
```
ip install csvkit
```
Conda (📥 67K · ⏱️ 20.03.2022):
```
onda install -c conda-forge csvkit
```

TensorFlow Datasets (🥈28 · ⭐ 3.4K) - TFDS是一个高级数据集合。Apache-2

GitHub (👨‍💻 260 · 🔀 1.3K · 📋 980 - 36% open · ⏱️ 25.08.2022):
```
it clone https://github.com/tensorflow/datasets
```
PyPi (📥 1.2M / month):
```
ip install tensorflow-datasets
```

PDFMiner (🥈26 · ⭐ 4.9K · 💀) - Python PDF解析器。MIT

GitHub (👨‍💻 28 · 🔀 980 · 📦 3.2K · 📋 240 - 82% open · ⏱️ 18.01.2020):
```
it clone https://github.com/euske/pdfminer
```
PyPi (📥 120K / month):
```
ip install pdfminer
```
Conda (📥 24K · ⏱️ 15.02.2021):
```
onda install -c conda-forge pdfminer
```

smart-open (🥈26 · ⭐ 2.6K) - 用于大文件（S3，HDFS，gzip，bz2 ...）流传输的实用程序。MIT

GitHub (👨‍💻 96 · 🔀 310 · 📋 360 - 16% open · ⏱️ 21.08.2022):
```
it clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 11M / month):
```
ip install smart-open
```

snorkel (🥉25 · ⭐ 5.2K) - 在弱监督环境下快速生成训练数据的系统。Apache-2

GitHub (👨‍💻 78 · 🔀 820 · 📥 980 · 📦 190 · 📋 970 - 1% open · ⏱️ 29.07.2022):
```
it clone https://github.com/snorkel-team/snorkel
```
PyPi (📥 65K / month):
```
ip install snorkel
```
Conda (📥 30K · ⏱️ 29.07.2022):
```
onda install -c conda-forge snorkel
```

Intake (🥉24 · ⭐ 800) - Intake是一个轻量级的程序包，用于查找，调查，加载等。BSD-2

GitHub (👨‍💻 78 · 🔀 120 · 📦 480 · 📋 310 - 27% open · ⏱️ 22.08.2022):
```
it clone https://github.com/intake/intake
```
PyPi (📥 21K / month):
```
ip install intake
```
Conda (📥 220K · ⏱️ 10.01.2022):
```
onda install -c conda-forge intake
```

textract (🥉23 · ⭐ 3.3K) - 从任何文档中提取文本。MIT

GitHub (👨‍💻 40 · 🔀 470 · 📋 210 - 39% open · ⏱️ 10.03.2022):
```
it clone https://github.com/deanmalmgren/textract
```
PyPi (📥 120K / month):
```
ip install textract
```
Conda (📥 16K · ⏱️ 10.03.2022):
```
onda install -c conda-forge textract
```

SDV (🥉23 · ⭐ 980) - 用于表格，关系和时间序列数据的综合数据生成。❗Unlicensed

GitHub (👨‍💻 41 · 🔀 160 · 📦 81 · 📋 580 - 20% open · ⏱️ 19.08.2022):
```
it clone https://github.com/sdv-dev/SDV
```
PyPi (📥 33K / month):
```
ip install sdv
```

tabulator-py (🥉22 · ⭐ 230 · 💀) - 用于读取和写入图像数据的Python库。MIT

GitHub (👨‍💻 27 · 🔀 42 · 📦 830 · ⏱️ 22.03.2021):
```
it clone https://github.com/frictionlessdata/tabulator-py
```
PyPi (📥 210K / month):
```
ip install tabulator
```

Conda (📥 48K · ⏱️ 24.07.2018):

onda install -c conda-forge tabulator-py

pyexcel-xlsx (🥉22 · ⭐ 110 · 💀) - 一个包装器库，用于在xlsx和xlsm等文件格式中读取，操作和写入数据。❗Unlicensed

GitHub (👨‍💻 4 · 🔀 23 · 📥 51 · 📦 1.7K · 📋 34 - 26% open · ⏱️ 28.11.2020):
```
it clone https://github.com/pyexcel/pyexcel-xlsx
```
PyPi (📥 88K / month):
```
ip install pyexcel-xlsx
```

Conda (📥 21K · ⏱️ 10.10.2020):

onda install -c conda-forge pyexcel-xlsx

messytables (🥉21 · ⭐ 380 · 💀) - 解析混乱的表格数据的工具。❗Unlicensed

GitHub (👨‍💻 44 · 🔀 100 · 📦 250 · 📋 85 - 35% open · ⏱️ 13.11.2019):
```
it clone https://github.com/okfn/messytables
```
PyPi (📥 10K / month):
```
ip install messytables
```

rows (🥉20 · ⭐ 810) - 通用美观的表格数据界面。❗️LGPL-3.0

GitHub (👨‍💻 31 · 🔀 140 · 📥 38 · 📦 140 · 📋 290 - 49% open · ⏱️ 18.08.2022):
```
it clone https://github.com/turicas/rows
```
PyPi (📥 880 / month):
```
ip install rows
```

Camelot (🥉19 · ⭐ 3.3K · 💀) - Camelot：简单的PDF表提取。❗Unlicensed

GitHub (👨‍💻 23 · 🔀 330 · 📋 360 - 23% open · ⏱️ 15.10.2019):
```
it clone https://github.com/atlanhq/camelot
```
PyPi (📥 79K / month):
```
ip install camelot-py
```

pandas-datareader (🥉19 · ⭐ 2.4K) - 从各种各样的网络来源中提取数据。❗Unlicensed

GitHub (👨‍💻 85 · 🔀 590 · 📋 500 - 20% open · ⏱️ 16.03.2022):
```
it clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 320K / month):
```
ip install pandas-datareader
```

Conda (📥 190K · ⏱️ 14.07.2021):

onda install -c conda-forge pandas-datareader

datatest (🥉19 · ⭐ 260 · 💤) - 用于测试驱动的数据整理和数据验证的工具。❗Unlicensed

GitHub (👨‍💻 7 · 🔀 13 · 📦 74 · 📋 55 - 21% open · ⏱️ 05.12.2021):
```
it clone https://github.com/shawnbrown/datatest
```
PyPi (📥 8.3K / month):
```
ip install datatest
```

Singer (🥉17 · ⭐ 1K · 💀) - 在数据库，Web API，文件，队列等之间移动数据的标准。❗️AGPL-3.0

GitHub (👨‍💻 26 · 🔀 140 · 📋 38 - 52% open · ⏱️ 29.04.2021):
```
it clone https://github.com/singer-io/getting-started
```
PyPi (📥 270K / month):
```
ip install singer-python
```

openpyxl (🥉16 · ⭐ 45) - 一个用于读取/写入Excel 2010 xlsx/xlsm文件的Python库。MIT

PyPi (📥 35M / month):
```
ip install openpyxl
```
GitLab (🔀 0 · 📋 1.9K - 12% open · ⏱️ 07.07.2022):
```
it clone https://foss.heptapod.net/openpyxl/openpyxl
```
Conda (📥 98K · ⏱️ 07.07.2022):
```
onda install -c anaconda openpyxl
```
Docker Hub (📥 1.2K · ⏱️ 13.09.2018):
```
ocker pull openpyxl/openpyxl-ci
```

网页抓取和爬虫

用于Web抓取、爬虫，下载和挖掘的库以及库。

🔗 Python Web Scraping ( ⭐ 1.6K) - Collection of web-scraping and crawling libraries.

数据管道和流处理

用于数据批处理和流处理，工作流自动化，作业调度和其他数据管道任务的库。

Celery (🥇36 · ⭐ 20K) - 基于分布式消息传递的异步任务队列/作业队列。❗Unlicensed

GitHub (👨‍💻 1.2K · 🔀 4.2K · 📦 75K · 📋 4.7K - 10% open · ⏱️ 25.08.2022):
```
it clone https://github.com/celery/celery
```
PyPi (📥 5.9M / month):
```
ip install celery
```
Conda (📥 930K · ⏱️ 29.05.2022):
```
onda install -c conda-forge celery
```

luigi (🥇34 · ⭐ 16K) - Luigi是一个Python模块，可帮助您构建复杂的批处理管道。Apache-2

GitHub (👨‍💻 590 · 🔀 2.3K · 📦 1.8K · 📋 940 - 7% open · ⏱️ 18.08.2022):
```
it clone https://github.com/spotify/luigi
```
PyPi (📥 670K / month):
```
ip install luigi
```
Conda (📥 11K · ⏱️ 02.05.2022):
```
onda install -c anaconda luigi
```

joblib (🥇33 · ⭐ 2.9K) - 使用Python函数进行计算。BSD-3

GitHub (👨‍💻 110 · 🔀 330 · 📦 210K · 📋 710 - 43% open · ⏱️ 20.05.2022):
```
it clone https://github.com/joblib/joblib
```
PyPi (📥 23M / month):
```
ip install joblib
```
Conda (📥 11M · ⏱️ 07.10.2021):
```
onda install -c conda-forge joblib
```

rq (🥇32 · ⭐ 8.5K) - 适用于Python的简单作业队列。❗Unlicensed

GitHub (👨‍💻 270 · 🔀 1.3K · 📦 11K · 📋 980 - 19% open · ⏱️ 21.08.2022):
```
it clone https://github.com/rq/rq
```
PyPi (📥 680K / month):
```
ip install rq
```
Conda (📥 76K · ⏱️ 30.06.2021):
```
onda install -c conda-forge rq
```

Dagster (🥇32 · ⭐ 5.3K) - 用于机器学习，分析和ETL的数据协调器。Apache-2

GitHub (👨‍💻 230 · 🔀 650 · 📦 500 · 📋 4.4K - 23% open · ⏱️ 25.08.2022):
```
it clone https://github.com/dagster-io/dagster
```
PyPi (📥 480K / month):
```
ip install dagster
```
Conda (📥 610K · ⏱️ 12.08.2022):
```
onda install -c conda-forge dagster
```

Beam (🥈31 · ⭐ 5.8K) - 统一的编程模型，用于定义和执行数据处理。Apache-2

GitHub (👨‍💻 1.3K · 🔀 3.5K · 📋 4.4K - 89% open · ⏱️ 25.08.2022):
```
it clone https://github.com/apache/beam
```
PyPi (📥 6.6M / month):
```
ip install apache-beam
```

dbt (🥈30 · ⭐ 5.4K) - dbt（数据构建工具）方便数据分析人员和工程师快速使用。Apache-2

GitHub (👨‍💻 230 · 🔀 960 · 📥 520 · 📦 660 · 📋 3K - 10% open · ⏱️ 25.08.2022):
```
it clone https://github.com/fishtown-analytics/dbt
```
PyPi (📥 170K / month):
```
ip install dbt
```
Conda (📥 210K · ⏱️ 09.12.2021):
```
onda install -c conda-forge dbt
```

Airflow (🥈29 · ⭐ 28K) - 代码实现的创建，安排和监视工作流的平台。Apache-2

GitHub (👨‍💻 2.5K · 🔀 11K · 📥 340K · 📋 6K - 11% open · ⏱️ 25.08.2022):
```
it clone https://github.com/apache/airflow
```
PyPi (📥 8.9M / month):
```
ip install apache-airflow
```
Conda (📥 700K · ⏱️ 25.08.2022):
```
onda install -c conda-forge airflow
```
Docker Hub (📥 82M · ⭐ 380 · ⏱️ 23.08.2022):
```
ocker pull apache/airflow
```

mrjob (🥈29 · ⭐ 2.6K · 💀) - 在Hadoop或Amazon Web Services上运行MapReduce作业。Apache-2

GitHub (👨‍💻 140 · 🔀 580 · 📦 1.1K · 📋 1.3K - 15% open · ⏱️ 16.11.2020):
```
it clone https://github.com/Yelp/mrjob
```
PyPi (📥 76K / month):
```
ip install mrjob
```
Conda (📥 490K · ⏱️ 06.02.2022):
```
onda install -c conda-forge mrjob
```

Prefect (🥈28 · ⭐ 9.9K) - 自动化数据的最简单方法。Apache-2

GitHub (👨‍💻 60 · 🔀 950 · 📦 1.1K · 📋 2.6K - 25% open · ⏱️ 25.08.2022):
```
it clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 400K / month):
```
ip install prefect
```
Conda (📥 310K · ⏱️ 23.08.2022):
```
onda install -c conda-forge prefect
```

Kedro (🥈28 · ⭐ 7.5K) - 用于创建可重现，可维护和模块化的Python框架。Apache-2

GitHub (👨‍💻 160 · 🔀 680 · 📦 1K · 📋 870 - 17% open · ⏱️ 25.08.2022):
```
it clone https://github.com/quantumblacklabs/kedro
```
PyPi (📥 420K / month):
```
ip install kedro
```

petl (🥈28 · ⭐ 1K) - Python提取转换并加载数据表。MIT

GitHub (👨‍💻 55 · 🔀 170 · 📦 790 · 📋 440 - 16% open · ⏱️ 21.08.2022):
```
it clone https://github.com/petl-developers/petl
```
PyPi (📥 280K / month):
```
ip install petl
```
Conda (📥 120K · ⏱️ 22.08.2022):
```
onda install -c conda-forge petl
```

PyFunctional (🥈26 · ⭐ 2.1K) - 用于创建具有链功能的数据管道的Python库。MIT

GitHub (👨‍💻 26 · 🔀 110 · 📦 460 · 📋 130 - 5% open · ⏱️ 05.08.2022):
```
it clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 230K / month):
```
ip install pyfunctional
```

Great Expectations (🥈25 · ⭐ 7.1K) - 通过数据测试，文档编制和性能分析，帮助数据团队加速流水线效率。Apache-2

GitHub (👨‍💻 320 · 🔀 1K · 📋 1.4K - 12% open · ⏱️ 26.08.2022):
```
it clone https://github.com/great-expectations/great_expectations
```
PyPi (📥 5.3M / month):
```
ip install great_expectations
```

faust (🥈25 · ⭐ 6.3K · 💀) - Python流处理。❗Unlicensed

GitHub (👨‍💻 94 · 🔀 530 · 📦 1.1K · 📋 460 - 48% open · ⏱️ 09.10.2020):
```
it clone https://github.com/robinhood/faust
```
PyPi (📥 32K / month):
```
ip install faust
```

TFX (🥈25 · ⭐ 1.8K) - TFX是用于部署机器学习生产流水线的端到端平台。Apache-2

GitHub (👨‍💻 150 · 🔀 580 · 📋 780 - 26% open · ⏱️ 24.08.2022):
```
it clone https://github.com/tensorflow/tfx
```
PyPi (📥 370K / month):
```
ip install tfx
```

ploomber (🥉24 · ⭐ 2.6K) - 精益数据科学工作流程。Apache-2

GitHub (👨‍💻 59 · 🔀 180 · 📦 51 · 📋 790 - 25% open · ⏱️ 26.08.2022):
```
it clone https://github.com/ploomber/ploomber
```
PyPi (📥 15K / month):
```
ip install ploomber
```

streamparse (🥉24 · ⭐ 1.5K) - 在Apache Storm拓扑中运行Python。 Pythonic API，CLI 等。Apache-2

GitHub (👨‍💻 43 · 🔀 210 · 📦 55 · 📋 330 - 19% open · ⏱️ 18.07.2022):
```
it clone https://github.com/Parsely/streamparse
```
PyPi (📥 2.2K / month):
```
ip install streamparse
```

Hub (🥉23 · ⭐ 4.8K) - TensorFlow/PyTorch最快的非结构化数据集管理。MPL-2.0

GitHub (👨‍💻 99 · 🔀 390 · 📋 380 - 11% open · ⏱️ 26.08.2022):
```
it clone https://github.com/activeloopai/Hub
```
PyPi (📥 3.7K / month):
```
ip install hub
```

bonobo (🥉21 · ⭐ 1.5K · 💀) - 提取适用于Python 3.5+的Transform Load。Apache-2

GitHub (👨‍💻 37 · 🔀 130 · 📦 140 · 📋 180 - 39% open · ⏱️ 10.03.2021):
```
it clone https://github.com/python-bonobo/bonobo
```
PyPi (📥 7.3K / month):
```
ip install bonobo
```

TaskTiger (🥉21 · ⭐ 1.2K) - 使用Redis的Python任务队列。MIT

GitHub (👨‍💻 24 · 🔀 64 · 📦 23 · 📋 58 - 37% open · ⏱️ 25.04.2022):
```
it clone https://github.com/closeio/tasktiger
```
PyPi (📥 1.5K / month):
```
ip install tasktiger
```

pdpipe (🥉21 · ⭐ 680) - pandas DataFrames的简单管道。MIT

GitHub (👨‍💻 10 · 🔀 42 · 📦 41 · 📋 51 - 31% open · ⏱️ 09.08.2022):
```
it clone https://github.com/pdpipe/pdpipe
```
PyPi (📥 1.7K / month):
```
ip install pdpipe
```

dpark (🥉20 · ⭐ 2.7K · 💀) - dpark是Python中与MapReduce相似的框架。BSD-3

GitHub (👨‍💻 35 · 🔀 540 · 📦 5 · 📋 61 - 1% open · ⏱️ 25.12.2020):
```
it clone https://github.com/douban/dpark
```
PyPi (📥 32 / month):
```
ip install dpark
```

zenml (🥉20 · ⭐ 2.3K) - ZenML：MLOps框架。Apache-2

GitHub (👨‍💻 46 · 🔀 190 · 📋 110 - 22% open · ⏱️ 25.08.2022):
```
it clone https://github.com/maiot-io/zenml
```
PyPi (📥 2.5K / month):
```
ip install zenml
```

Pypeline (🥉20 · ⭐ 1.4K) - Python中的并发数据管道。MIT

GitHub (👨‍💻 13 · 🔀 80 · 📋 59 - 25% open · ⏱️ 23.06.2022):
```
it clone https://github.com/cgarciae/pypeln
```
PyPi (📥 8.3K / month):
```
ip install pypeln
```

pysparkling (🥉20 · ⭐ 250 · 💀) - Apache Spark的RDD和DStream的纯Python实现。❗Unlicensed

GitHub (👨‍💻 10 · 🔀 42 · 📦 120 · 📋 27 - 22% open · ⏱️ 22.02.2021):
```
it clone https://github.com/svenkreiss/pysparkling
```
PyPi (📥 13K / month):
```
ip install pysparkling
```

Optimus (🥉19 · ⭐ 1.2K) - 基于pandas、dask等的敏捷数据预处理工作流程。Apache-2

GitHub (👨‍💻 23 · 🔀 210 · 📋 230 - 14% open · ⏱️ 21.06.2022):
```
it clone https://github.com/ironmussa/Optimus
```
PyPi (📥 52K / month):
```
ip install optimuspyspark
```

mrq (🥉19 · ⭐ 870 · 💀) - Mr. Queue - 使用Redis和gevent的Python中的分布式worker任务队列。MIT

GitHub (👨‍💻 40 · 🔀 110 · 📦 29 · 📋 170 - 30% open · ⏱️ 13.12.2020):
```
it clone https://github.com/pricingassistant/mrq
```
PyPi (📥 130 / month):
```
ip install mrq
```

BatchFlow (🥉19 · ⭐ 180) - BatchFlow可帮助您方便地使用随机或顺序调度数据进行机器学习任务。Apache-2

GitHub (👨‍💻 32 · 🔀 40 · 📦 2 · 📋 100 - 28% open · ⏱️ 03.08.2022):
```
it clone https://github.com/analysiscenter/batchflow
```
PyPi (📥 140 / month):
```
ip install batchflow
```

spark-deep-learning (🥉17 · ⭐ 1.9K) - 适用于Apache Spark的深度学习管道。Apache-2

GitHub (👨‍💻 17 · 🔀 460 · 📦 24 · 📋 100 - 74% open · ⏱️ 21.03.2022):
```
it clone https://github.com/databricks/spark-deep-learning
```

Mara Pipelines (🥉17 · ⭐ 1.9K) - 一个轻量级的ETL框架。MIT

GitHub (👨‍💻 17 · 🔀 89 · 📋 30 - 53% open · ⏱️ 18.07.2022):
```
it clone https://github.com/mara/mara-pipelines
```
PyPi (📥 360 / month):
```
ip install mara-pipelines
```

riko (🥉15 · ⭐ 1.6K · 💤) - 一个模仿Yahoo!的Python流处理引擎。MIT

GitHub (👨‍💻 18 · 🔀 68 · 📋 29 - 72% open · ⏱️ 28.12.2021):
```
it clone https://github.com/nerevu/riko
```
PyPi (📥 30 / month):
```
ip install riko
```

Databolt Flow (🥉15 · ⭐ 940 · 💤) - Python库，用于构建高效的数据科学工作流程。MIT

GitHub (👨‍💻 12 · 🔀 71 · 📦 20 · 📋 23 - 43% open · ⏱️ 28.09.2021):
```
it clone https://github.com/d6t/d6tflow
```
PyPi (📥 120 / month):
```
ip install d6tflow
```

flupy (🥉14 · ⭐ 170) - python中的流利数据管道。❗Unlicensed

GitHub (👨‍💻 6 · 🔀 12 · ⏱️ 17.02.2022):
```
it clone https://github.com/olirice/flupy
```
PyPi (📥 73K / month):
```
ip install flupy
```

bodywork-core (🥉13 · ⭐ 400) - MLOps工具，用于将机器学习项目部署到Kubernetes。❗️AGPL-3.0

GitHub (👨‍💻 4 · 🔀 18 · 📦 10 · 📋 77 - 25% open · ⏱️ 04.07.2022):
```
it clone https://github.com/bodywork-ml/bodywork-core
```
PyPi:
```
ip install bodywork-core
```

Botflow (🥉12 · ⭐ 1.2K · 💀) - 适用于数据管道工作的Python快速数据流编程框架。❗Unlicensed

GitHub (👨‍💻 11 · 🔀 100 · 📦 1 · 📋 5 - 60% open · ⏱️ 23.05.2019):
```
it clone https://github.com/kkyon/botflow
```
PyPi (📥 23 / month):
```
ip install botflow
```

分布式机器学习

提供在大型计算基础架构中分布和并行化机器学习任务的功能的库。

Ray (🥇35 · ⭐ 22K) - 一个开源代码框架，提供了用于构建分布式应用程序的简单通用API。Apache-2

GitHub (👨‍💻 740 · 🔀 3.7K · 📦 5.7K · 📋 11K - 21% open · ⏱️ 26.08.2022):
```
it clone https://github.com/ray-project/ray
```
PyPi (📥 1.8M / month):
```
ip install ray
```

dask (🥇32 · ⭐ 10K) - 具有任务调度的并行计算。BSD-3

GitHub (👨‍💻 550 · 🔀 1.5K · 📦 39K · 📋 4.4K - 15% open · ⏱️ 25.08.2022):
```
it clone https://github.com/dask/dask
```
PyPi (📥 7.1M / month):
```
ip install dask
```
Conda (📥 6.4M · ⏱️ 19.08.2022):
```
onda install -c conda-forge dask
```

horovod (🥇30 · ⭐ 13K) - 基于TensorFlow，Keras，PyTorch，MXNet等的分布式训练框架。❗Unlicensed

GitHub (👨‍💻 160 · 🔀 2K · 📦 650 · 📋 2.1K - 15% open · ⏱️ 17.08.2022):
```
it clone https://github.com/horovod/horovod
```
PyPi (📥 73K / month):
```
ip install horovod
```

dask.distributed (🥇30 · ⭐ 1.4K) - Dask的分布式任务调度规划程序。BSD-3

GitHub (👨‍💻 280 · 🔀 620 · 📦 25K · 📋 2.9K - 33% open · ⏱️ 26.08.2022):
```
it clone https://github.com/dask/distributed
```
PyPi (📥 4.9M / month):
```
ip install distributed
```

Conda (📥 7.8M · ⏱️ 19.08.2022):

onda install -c conda-forge distributed

DeepSpeed (🥈28 · ⭐ 7.7K) - DeepSpeed是一个深度学习优化库。MIT

GitHub (👨‍💻 130 · 🔀 830 · 📦 340 · 📋 980 - 48% open · ⏱️ 25.08.2022):
```
it clone https://github.com/microsoft/DeepSpeed
```
PyPi (📥 220K / month):
```
ip install deepspeed
```
Docker Hub (📥 14K · ⭐ 3 · ⏱️ 06.06.2022):
```
ocker pull deepspeed/deepspeed
```

DEAP (🥈27 · ⭐ 4.8K) - Python中的分布式进化算法。❗️LGPL-3.0

GitHub (👨‍💻 79 · 🔀 980 · 📦 2.8K · 📋 470 - 43% open · ⏱️ 08.08.2022):
```
it clone https://github.com/deap/deap
```
PyPi (📥 160K / month):
```
ip install deap
```
Conda (📥 200K · ⏱️ 08.08.2022):
```
onda install -c conda-forge deap
```

petastorm (🥈27 · ⭐ 1.5K) - Petastorm库单机或分布式训练。Apache-2

GitHub (👨‍💻 45 · 🔀 250 · 📥 340 · 📦 74 · 📋 280 - 49% open · ⏱️ 24.08.2022):
```
it clone https://github.com/uber/petastorm
```
PyPi (📥 63K / month):
```
ip install petastorm
```

BigDL (🥈26 · ⭐ 4K) - BigDL：适用于Apache Spark的分布式深度学习框架。Apache-2

GitHub (👨‍💻 170 · 🔀 970 · 📦 38 · 📋 1.4K - 30% open · ⏱️ 26.08.2022):
```
it clone https://github.com/intel-analytics/BigDL
```
PyPi (📥 4K / month):
```
ip install bigdl
```

Maven:

dependency>
<groupId>com.intel.analytics.bigdl</groupId>
<artifactId>bigdl-SPARK_2.4</artifactId>
<version>[VERSION]</version>
/dependency>

FairScale (🥈26 · ⭐ 1.8K) - PyTorch扩展用于高性能和大规模训练。BSD-3

GitHub (👨‍💻 63 · 🔀 180 · 📦 490 · 📋 320 - 21% open · ⏱️ 26.08.2022):
```
it clone https://github.com/facebookresearch/fairscale
```
PyPi (📥 230K / month):
```
ip install fairscale
```

Elephas (🥈26 · ⭐ 1.5K) - 使用Keras和Spark进行分布式深度学习。MIT keras

GitHub (👨‍💻 27 · 🔀 290 · 📦 56 · 📋 160 - 12% open · ⏱️ 30.03.2022):
```
it clone https://github.com/maxpumperla/elephas
```
PyPi (📥 120K / month):
```
ip install elephas
```

Mesh (🥈26 · ⭐ 1.3K) - Mesh TensorFlow：简化模型并行化。Apache-2

GitHub (👨‍💻 48 · 🔀 220 · 📦 710 · 📋 78 - 82% open · ⏱️ 10.06.2022):
```
it clone https://github.com/tensorflow/mesh
```
PyPi (📥 21K / month):
```
ip install mesh-tensorflow
```

dask-ml (🥉25 · ⭐ 820) - 使用Dask进行可扩展的机器学习。BSD-3

GitHub (👨‍💻 76 · 🔀 230 · 📦 660 · 📋 440 - 45% open · ⏱️ 19.06.2022):
```
it clone https://github.com/dask/dask-ml
```
PyPi (📥 70K / month):
```
ip install dask-ml
```
Conda (📥 400K · ⏱️ 27.05.2022):
```
onda install -c conda-forge dask-ml
```

TensorFlowOnSpark (🥉23 · ⭐ 3.8K) - TensorFlowOnSpark将TensorFlow程序引入Spark。Apache-2

GitHub (👨‍💻 34 · 🔀 920 · 📋 360 - 2% open · ⏱️ 21.04.2022):
```
it clone https://github.com/yahoo/TensorFlowOnSpark
```
PyPi (📥 270K / month):
```
ip install tensorflowonspark
```

analytics-zoo (🥉23 · ⭐ 2.5K) - Apache上的分布式Tensorflow，Keras和PyTorch。Apache-2

GitHub (👨‍💻 100 · 🔀 700 · 📦 3 · 📋 1.3K - 32% open · ⏱️ 01.06.2022):
```
it clone https://github.com/intel-analytics/analytics-zoo
```
PyPi (📥 2.2K / month):
```
ip install analytics-zoo
```

Hivemind (🥉23 · ⭐ 1.1K) - PyTorch中的分布式深度学习。专为训练模型而设计。MIT

GitHub (👨‍💻 23 · 🔀 67 · 📦 10 · 📋 120 - 28% open · ⏱️ 23.08.2022):
```
it clone https://github.com/learning-at-home/hivemind
```
PyPi (📥 5.2K / month):
```
ip install hivemind
```

mpi4py (🥉22 · ⭐ 570) - MPI的Python接口。BSD-2

GitHub (👨‍💻 21 · 🔀 78 · 📥 6.2K · 📋 84 - 11% open · ⏱️ 21.08.2022):
```
it clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 290K / month):
```
ip install mpi4py
```
Conda (📥 1.3M · ⏱️ 12.08.2022):
```
onda install -c conda-forge mpi4py
```

MMLSpark (🥉20 · ⭐ 3.5K) - 适用于Apache Spark的Microsoft机器学习。MIT

GitHub (👨‍💻 97 · 🔀 670 · 📋 570 - 39% open · ⏱️ 26.08.2022):
```
it clone https://github.com/Azure/mmlspark
```
PyPi (📥 4 / month):
```
ip install mmlspark
```

Apache Singa (🥉19 · ⭐ 2.7K) - 分布式深度学习平台。Apache-2

GitHub (👨‍💻 79 · 🔀 780 · 📦 1 · 📋 79 - 21% open · ⏱️ 01.06.2022):
```
it clone https://github.com/apache/singa
```
Conda (📥 510 · ⏱️ 09.08.2021):
```
onda install -c nusdbsystem singa
```
Docker Hub (📥 690 · ⭐ 4 · ⏱️ 31.05.2022):
```
ocker pull apache/singa
```

TensorFrames (🥉19 · ⭐ 760 · 💀) - 用于DataFrames的Tensorflow包装器。Apache-2

GitHub (👨‍💻 16 · 🔀 160 · 📋 92 - 53% open · ⏱️ 15.11.2019):
```
it clone https://github.com/databricks/tensorframes
```
PyPi (📥 40K / month):
```
ip install tensorframes
```

ipyparallel (🥉18 · ⭐ 2.3K) - Python中的交互式并行计算。❗Unlicensed

GitHub (👨‍💻 110 · 🔀 870 · 📋 330 - 15% open · ⏱️ 16.08.2022):
```
it clone https://github.com/ipython/ipyparallel
```
PyPi (📥 120K / month):
```
ip install ipyparallel
```

Conda (📥 670K · ⏱️ 21.06.2022):

onda install -c conda-forge ipyparallel

Submit it (🥉18 · ⭐ 680) - 用于将作业提交到Slurm的Python工具箱。MIT

GitHub (👨‍💻 23 · 🔀 74 · 📋 71 - 32% open · ⏱️ 23.08.2022):
```
it clone https://github.com/facebookincubator/submitit
```
PyPi (📥 37K / month):
```
ip install submitit
```
Conda (📥 8.1K · ⏱️ 10.02.2021):
```
onda install -c conda-forge submitit
```

sk-dist (🥉18 · ⭐ 280 · 💀) - PySpark中的分布式scikit学习元估计器。Apache-2

GitHub (👨‍💻 7 · 🔀 49 · 📦 10 · 📋 17 - 41% open · ⏱️ 07.07.2021):
```
it clone https://github.com/Ibotta/sk-dist
```
PyPi (📥 170K / month):
```
ip install sk-dist
```

somoclu (🥉17 · ⭐ 240 · 💤) - 大规模并行的自组织图：加速训练。MIT

GitHub (👨‍💻 19 · 🔀 62 · 📥 1.6K · 📋 130 - 18% open · ⏱️ 31.10.2021):
```
it clone https://github.com/peterwittek/somoclu
```
PyPi (📥 980 / month):
```
ip install somoclu
```
Conda (📥 64K · ⏱️ 15.11.2021):
```
onda install -c conda-forge somoclu
```

BytePS (🥉16 · ⭐ 3.3K) - 分布式DNN训练的高性能通用框架。Apache-2

GitHub (👨‍💻 19 · 🔀 450 · 📋 260 - 38% open · ⏱️ 10.02.2022):
```
it clone https://github.com/bytedance/byteps
```
PyPi (📥 19 / month):
```
ip install byteps
```
Docker Hub (📥 1.3K · ⏱️ 03.03.2020):
```
ocker pull bytepsimage/tensorflow
```

Fiber (🥉16 · ⭐ 980 · 💀) - 简化了AI的分布式计算。Apache-2

GitHub (👨‍💻 5 · 🔀 110 · 📦 43 · 📋 25 - 68% open · ⏱️ 15.03.2021):
```
it clone https://github.com/uber/fiber
```
PyPi (📥 60 / month):
```
ip install fiber
```

LazyCluster (🥉13 · ⭐ 43 · 💤) - 分布式机器学习框架。Apache-2

GitHub (👨‍💻 2 · 🔀 9 · 📦 17 · ⏱️ 19.08.2021):
```
it clone https://github.com/ml-tooling/lazycluster
```
PyPi (📥 42 / month):
```
ip install lazycluster
```

超参数优化和AutoML

用于超参数优化，自动机器学习和神经体系结构搜索的库。

Optuna (🥇34 · ⭐ 6.8K) - 超参数优化框架。MIT

GitHub (👨‍💻 200 · 🔀 730 · 📦 4K · 📋 1.2K - 7% open · ⏱️ 26.08.2022):
```
it clone https://github.com/optuna/optuna
```
PyPi (📥 1.5M / month):
```
ip install optuna
```
Conda (📥 320K · ⏱️ 06.07.2022):
```
onda install -c conda-forge optuna
```

NNI (🥇30 · ⭐ 12K) - 一个开源AutoML工具箱，用于自动化机器学习生命周期。MIT

GitHub (👨‍💻 180 · 🔀 1.6K · 📦 260 · 📋 1.7K - 17% open · ⏱️ 24.08.2022):
```
it clone https://github.com/microsoft/nni
```
PyPi (📥 10K / month):
```
ip install nni
```

AutoKeras (🥇30 · ⭐ 8.6K) - 用于深度学习的AutoML库。Apache-2

GitHub (👨‍💻 140 · 🔀 1.3K · 📥 7.4K · 📦 350 · 📋 840 - 11% open · ⏱️ 25.08.2022):
```
it clone https://github.com/keras-team/autokeras
```
PyPi (📥 17K / month):
```
ip install autokeras
```

Keras Tuner (🥇30 · ⭐ 2.6K) - 简单易用的超参数调整。Apache-2

GitHub (👨‍💻 50 · 🔀 330 · 📦 1.6K · 📋 400 - 43% open · ⏱️ 25.08.2022):
```
it clone https://github.com/keras-team/keras-tuner
```
PyPi (📥 610K / month):
```
ip install keras-tuner
```

scikit-optimize (🥇30 · ⭐ 2.4K · 💤) - SMBO模型优化实现。BSD-3

GitHub (👨‍💻 76 · 🔀 420 · 📦 3K · 📋 600 - 35% open · ⏱️ 12.10.2021):
```
it clone https://github.com/scikit-optimize/scikit-optimize
```
PyPi (📥 790K / month):
```
ip install scikit-optimize
```

Conda (📥 570K · ⏱️ 15.12.2021):

onda install -c conda-forge scikit-optimize

TPOT (🥈29 · ⭐ 8.7K) - Python自动化机器学习工具。❗️LGPL-3.0

GitHub (👨‍💻 110 · 🔀 1.5K · 📦 1.6K · 📋 860 - 29% open · ⏱️ 29.07.2022):
```
it clone https://github.com/EpistasisLab/tpot
```
PyPi (📥 41K / month):
```
ip install tpot
```
Conda (📥 170K · ⏱️ 05.03.2021):
```
onda install -c conda-forge tpot
```

auto-sklearn (🥈29 · ⭐ 6.5K) - 使用scikit-learn的自动化机器学习。BSD-3

GitHub (👨‍💻 86 · 🔀 1.2K · 📥 37 · 📦 310 · 📋 920 - 12% open · ⏱️ 22.08.2022):
```
it clone https://github.com/automl/auto-sklearn
```
PyPi (📥 40K / month):
```
ip install auto-sklearn
```

Bayesian Optimization (🥈29 · ⭐ 6.2K) - 全局优化的Python实现。MIT

GitHub (👨‍💻 35 · 🔀 1.3K · 📥 96 · 📦 1.3K · 📋 260 - 7% open · ⏱️ 17.08.2022):
```
it clone https://github.com/fmfn/BayesianOptimization
```
PyPi (📥 200K / month):
```
ip install bayesian-optimization
```

Hyperopt (🥈28 · ⭐ 6.4K · 💤) - Python中的分布式异步超参数优化。❗Unlicensed

GitHub (👨‍💻 93 · 🔀 860 · 📦 7.4K · 📋 610 - 61% open · ⏱️ 29.11.2021):
```
it clone https://github.com/hyperopt/hyperopt
```
PyPi (📥 1.8M / month):
```
ip install hyperopt
```
Conda (📥 500K · ⏱️ 30.04.2022):
```
onda install -c conda-forge hyperopt
```

AutoGluon (🥈26 · ⭐ 4.7K) - AutoGluon：用于文本，图像和表格数据的AutoML。Apache-2

GitHub (👨‍💻 85 · 🔀 620 · 📦 160 · 📋 740 - 21% open · ⏱️ 25.08.2022):
```
it clone https://github.com/awslabs/autogluon
```
PyPi (📥 40K / month):
```
ip install autogluon
```

BoTorch (🥈26 · ⭐ 2.3K) - PyTorch中的贝叶斯优化。MIT

GitHub (👨‍💻 80 · 🔀 260 · 📦 300 · 📋 290 - 15% open · ⏱️ 25.08.2022):
```
it clone https://github.com/pytorch/botorch
```
PyPi (📥 210K / month):
```
ip install botorch
```

Ax (🥈26 · ⭐ 1.9K) - 自适应实验平台。MIT

GitHub (👨‍💻 120 · 🔀 210 · 📦 310 · 📋 430 - 8% open · ⏱️ 25.08.2022):
```
it clone https://github.com/facebook/Ax
```
PyPi (📥 160K / month):
```
ip install ax-platform
```

Hyperas (🥈24 · ⭐ 2.1K · 💤) - Keras + Hyperopt：一个非常简单的包装，方便使用。MIT

GitHub (👨‍💻 21 · 🔀 300 · 📦 250 · 📋 250 - 37% open · ⏱️ 19.11.2021):
```
it clone https://github.com/maxpumperla/hyperas
```
PyPi (📥 18K / month):
```
ip install hyperas
```

mljar-supervised (🥈24 · ⭐ 2K) - 使用scikit-learn的自动化机器学习。MIT

GitHub (👨‍💻 19 · 🔀 280 · 📦 50 · 📋 490 - 19% open · ⏱️ 16.08.2022):
```
it clone https://github.com/mljar/mljar-supervised
```
PyPi (📥 7.4K / month):
```
ip install mljar-supervised
```

nevergrad (🥈23 · ⭐ 3.3K) - 用于执行无梯度优化(gradient-free optimization)的Python工具箱。MIT

GitHub (👨‍💻 50 · 🔀 310 · 📦 370 · 📋 220 - 30% open · ⏱️ 10.08.2022):
```
it clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 33K / month):
```
ip install nevergrad
```
Conda (📥 31K · ⏱️ 14.06.2021):
```
onda install -c conda-forge nevergrad
```

GPyOpt (🥈23 · ⭐ 830 · 💀) - 使用GPy进行高斯过程优化。BSD-3

GitHub (👨‍💻 49 · 🔀 250 · 📦 310 · 📋 290 - 35% open · ⏱️ 05.11.2020):
```
it clone https://github.com/SheffieldML/GPyOpt
```
PyPi (📥 12K / month):
```
ip install gpyopt
```

featuretools (🥈22 · ⭐ 6.3K) - 一个用于自动化特征工程的开源python库。BSD-3

GitHub (👨‍💻 67 · 🔀 800 · 📋 850 - 18% open · ⏱️ 24.08.2022):
```
it clone https://github.com/alteryx/featuretools
```
PyPi (📥 160K / month):
```
ip install featuretools
```

Conda (📥 100K · ⏱️ 18.08.2022):

onda install -c conda-forge featuretools

AdaNet (🥈22 · ⭐ 3.4K · 💤) - 具有学习保证的快速灵活的AutoML。Apache-2

GitHub (👨‍💻 27 · 🔀 520 · 📦 44 · 📋 110 - 56% open · ⏱️ 30.08.2021):
```
it clone https://github.com/tensorflow/adanet
```
PyPi (📥 490 / month):
```
ip install adanet
```

Talos (🥈22 · ⭐ 1.5K) - TensorFlow，Keras和PyTorch的超参数优化。MIT

GitHub (👨‍💻 22 · 🔀 260 · 📦 150 · 📋 400 - 6% open · ⏱️ 23.04.2022):
```
it clone https://github.com/autonomio/talos
```
PyPi (📥 750 / month):
```
ip install talos
```

Orion (🥈22 · ⭐ 240) - 异步分布式超参数优化。❗Unlicensed

GitHub (👨‍💻 27 · 🔀 43 · 📦 73 · 📋 350 - 52% open · ⏱️ 19.08.2022):
```
it clone https://github.com/Epistimio/orion
```
PyPi (📥 4.4K / month):
```
ip install orion
```

MLBox (🥉21 · ⭐ 1.3K · 💀) - MLBox是功能强大的自动机器学习python库。❗Unlicensed

GitHub (👨‍💻 9 · 🔀 270 · 📦 28 · 📋 92 - 19% open · ⏱️ 25.08.2020):
```
it clone https://github.com/AxeldeRomblay/MLBox
```
PyPi (📥 2.9K / month):
```
ip install mlbox
```

Neuraxle (🥉21 · ⭐ 540) - 类似于Sklearn的超参数调整和AutoML输入框架。Apache-2

GitHub (👨‍💻 7 · 🔀 52 · 📦 34 · 📋 320 - 19% open · ⏱️ 16.08.2022):
```
it clone https://github.com/Neuraxio/Neuraxle
```
PyPi (📥 490 / month):
```
ip install neuraxle
```

optunity (🥉21 · ⭐ 390 · 💀) - 超参数优化的优化例程。BSD-3

GitHub (👨‍💻 9 · 🔀 75 · 📥 67 · 📦 81 · 📋 97 - 50% open · ⏱️ 11.05.2020):
```
it clone https://github.com/claesenm/optunity
```
PyPi (📥 11K / month):
```
ip install optunity
```

HpBandSter (🥉20 · ⭐ 540) - 分布式自动化机器学习库。BSD-3

GitHub (👨‍💻 11 · 🔀 110 · 📦 240 · 📋 89 - 60% open · ⏱️ 22.04.2022):
```
it clone https://github.com/automl/HpBandSter
```
PyPi (📥 22K / month):
```
ip install hpbandster
```

auto_ml (🥉19 · ⭐ 1.6K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT

GitHub (👨‍💻 13 · 🔀 300 · 📥 42 · 📋 400 - 45% open · ⏱️ 25.03.2018):
```
it clone https://github.com/ClimbsRocks/auto_ml
```
PyPi (📥 840 / month):
```
ip install auto_ml
```

lazypredict (🥉19 · ⭐ 380) - Lazy Predict帮助您无需大量代码即可构建许多基本模型。MIT

GitHub (👨‍💻 17 · 🔀 67 · 📦 320 · 📋 66 - 48% open · ⏱️ 25.05.2022):
```
it clone https://github.com/shankarpandala/lazypredict
```
PyPi (📥 5.1K / month):
```
ip install lazypredict
```

Sherpa (🥉19 · ⭐ 310 · 💀) - 超参数优化库。❗️GPL-3.0

GitHub (👨‍💻 43 · 🔀 48 · 📦 23 · 📋 57 - 28% open · ⏱️ 18.10.2020):
```
it clone https://github.com/sherpa-ai/sherpa
```
PyPi (📥 1.1K / month):
```
ip install parameter-sherpa
```

SMAC3 (🥉18 · ⭐ 730) - Sequential Model-based算法的配置。❗Unlicensed

GitHub (👨‍💻 38 · 🔀 170 · 📋 400 - 18% open · ⏱️ 14.07.2022):
```
it clone https://github.com/automl/SMAC3
```
PyPi (📥 50K / month):
```
ip install smac
```

Test Tube (🥉18 · ⭐ 720 · 💀) - 可轻松记录实验并进行并行化的Python库。MIT

GitHub (👨‍💻 16 · 🔀 67 · 📥 12 · 📋 44 - 52% open · ⏱️ 17.03.2020):
```
it clone https://github.com/williamFalcon/test-tube
```
PyPi (📥 51K / month):
```
ip install test_tube
```

sklearn-deap (🥉18 · ⭐ 700 · 💀) - 使用进化算法而非gridsearch的超参数优化。MIT

GitHub (👨‍💻 22 · 🔀 120 · 📦 35 · 📋 50 - 32% open · ⏱️ 30.07.2021):
```
it clone https://github.com/rsteca/sklearn-deap
```
PyPi (📥 670 / month):
```
ip install sklearn-deap
```

Dragonfly (🥉18 · ⭐ 670) - 一个用于自动化特征工程的开源python库。MIT

GitHub (👨‍💻 13 · 🔀 210 · 📋 56 - 64% open · ⏱️ 14.07.2022):
```
it clone https://github.com/dragonfly/dragonfly
```
PyPi (📥 35K / month):
```
ip install dragonfly-opt
```

AlphaPy (🥉17 · ⭐ 800) - 使用scikit-learn的自动化机器学习。Apache-2

GitHub (👨‍💻 3 · 🔀 160 · 📦 3 · 📋 41 - 29% open · ⏱️ 23.04.2022):
```
it clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (📥 59 / month):
```
ip install alphapy
```

Auto Tune Models (🥉17 · ⭐ 520 · 💀) - 自动调整模型。MIT

GitHub (👨‍💻 16 · 🔀 130 · 📦 12 · 📋 89 - 20% open · ⏱️ 21.02.2020):
```
it clone https://github.com/HDI-Project/ATM
```
PyPi (📥 67 / month):
```
ip install atm
```

Auto ViML (🥉17 · ⭐ 360) - 用单行代码自动构建多个ML模型。Apache-2

GitHub (👨‍💻 6 · 🔀 81 · 📦 17 · 📋 21 - 19% open · ⏱️ 16.08.2022):
```
it clone https://github.com/AutoViML/Auto_ViML
```
PyPi (📥 460 / month):
```
ip install autoviml
```

Parfit (🥉17 · ⭐ 200 · 💀) - 并行化拟合与评估工具库。MIT

GitHub (👨‍💻 4 · 🔀 25 · 📦 16 · 📋 11 - 54% open · ⏱️ 04.04.2020):
```
it clone https://github.com/jmcarpenter2/parfit
```
PyPi (📥 9.7K / month):
```
ip install parfit
```

automl-gs (🥉16 · ⭐ 1.8K · 💀) - 提供输入CSV和目标字段以进行预测，自动生成可运行代码。MIT

GitHub (👨‍💻 7 · 🔀 160 · 📥 32 · 📋 30 - 80% open · ⏱️ 05.04.2019):
```
it clone https://github.com/minimaxir/automl-gs
```
PyPi (📥 22 / month):
```
ip install automl_gs
```

featurewiz (🥉16 · ⭐ 270) - 自动化特征工程并进行特征选择的工具库。Apache-2

GitHub (👨‍💻 4 · 🔀 57 · 📦 14 · ⏱️ 21.08.2022):
```
it clone https://github.com/AutoViML/featurewiz
```
PyPi (📥 6.5K / month):
```
ip install featurewiz
```

Advisor (🥉15 · ⭐ 1.5K · 💀) - Google Vizier的超参数开源实现。Apache-2

GitHub (👨‍💻 11 · 🔀 260 · 📋 32 - 59% open · ⏱️ 11.11.2019):
```
it clone https://github.com/tobegit3hub/advisor
```
PyPi (📥 34 / month):
```
ip install advisor
```
Docker Hub (📥 1.7K · ⏱️ 11.11.2019):
```
ocker pull tobegit3hub/advisor
```

Xcessiv (🥉15 · ⭐ 1.3K · 💀) - 基于Web的应用程序，高效、可扩展且自动化。Apache-2

GitHub (👨‍💻 6 · 🔀 110 · 📦 1 · 📋 34 - 61% open · ⏱️ 21.08.2017):
```
it clone https://github.com/reiinakano/xcessiv
```
PyPi (📥 10 / month):
```
ip install xcessiv
```

HyperparameterHunter (🥉15 · ⭐ 690 · 💀) - 轻松进行超参数优化和自动结果评估。MIT

GitHub (👨‍💻 4 · 🔀 88 · 📥 330 · 📋 120 - 27% open · ⏱️ 20.01.2021):
```
it clone https://github.com/HunterMcGushion/hyperparameter_hunter
```
PyPi (📥 61 / month):
```
ip install hyperparameter-hunter
```

ENAS (🥉13 · ⭐ 2.6K · 💀) - Efficient Neural Architecture Search的Pytorch实现。Apache-2

GitHub (👨‍💻 6 · 🔀 470 · 📋 44 - 84% open · ⏱️ 16.06.2020):
```
it clone https://github.com/carpedm20/ENAS-pytorch
```

Auptimizer (🥉13 · ⭐ 190 · 💀) - 自动ML模型优化工具。❗️GPL-3.0

GitHub (👨‍💻 11 · 🔀 22 · 📋 6 - 16% open · ⏱️ 03.03.2021):
```
it clone https://github.com/LGE-ARC-AdvancedAI/auptimizer
```
PyPi (📥 25 / month):
```
ip install auptimizer
```

Hypermax (🥉12 · ⭐ 100 · 💀) - 更好更快的超参数优化。BSD-3

GitHub (👨‍💻 9 · 🔀 13 · 📦 4 · 📋 5 - 60% open · ⏱️ 02.08.2020):
```
it clone https://github.com/electricbrainio/hypermax
```
PyPi (📥 30 / month):
```
ip install hypermax
```

Devol (🥉11 · ⭐ 940 · 💀) - 使用Keras进行遗传神经体系结构搜索。MIT

GitHub (👨‍💻 18 · 🔀 110 · 📋 27 - 25% open · ⏱️ 05.07.2020):
```
it clone https://github.com/joeddav/devol
```

Hypertunity (🥉10 · ⭐ 120 · 💀) - 黑盒超参数优化的工具集。Apache-2

GitHub (👨‍💻 2 · 🔀 9 · 📦 2 · ⏱️ 26.01.2020):
```
it clone https://github.com/gdikov/hypertunity
```
PyPi (📥 18 / month):
```
ip install hypertunity
```

强化学习

用于构建和评估强化学习和基于agent的系统的库。

OpenAI Gym (🥇36 · ⭐ 28K) - 开发和比较强化学习的工具包。MIT

GitHub (👨‍💻 380 · 🔀 7.5K · 📦 32K · 📋 1.6K - 0% open · ⏱️ 24.08.2022):
```
it clone https://github.com/openai/gym
```
PyPi (📥 620K / month):
```
ip install gym
```

TF-Agents (🥇27 · ⭐ 2.3K) - TF-Agents：可靠，可扩展且易于使用的TensorFlow的强化学习库。Apache-2

GitHub (👨‍💻 120 · 🔀 620 · 📦 880 · 📋 560 - 22% open · ⏱️ 24.08.2022):
```
it clone https://github.com/tensorflow/agents
```
PyPi (📥 150K / month):
```
ip install tf-agents
```

keras-rl (🥈25 · ⭐ 5.3K · 💀) - Keras的深度强化学习。MIT

GitHub (👨‍💻 40 · 🔀 1.3K · 📦 610 · 📋 230 - 2% open · ⏱️ 11.11.2019):
```
it clone https://github.com/keras-rl/keras-rl
```
PyPi (📥 1.3K / month):
```
ip install keras-rl
```

baselines (🥈24 · ⭐ 13K · 💀) - OpenAI基线：强化学习的高质量实现。MIT

GitHub (👨‍💻 110 · 🔀 3.5K · 📦 410 · 📋 830 - 47% open · ⏱️ 31.01.2020):
```
it clone https://github.com/openai/baselines
```
PyPi (📥 940 / month):
```
ip install baselines
```

Acme (🥈24 · ⭐ 2.7K) - 强化学习组件和代理库。Apache-2

GitHub (👨‍💻 75 · 🔀 340 · 📦 99 · 📋 210 - 14% open · ⏱️ 25.08.2022):
```
it clone https://github.com/deepmind/acme
```
PyPi (📥 5K / month):
```
ip install dm-acme
```

garage (🥈23 · ⭐ 1.5K) - 用于可重复的强化学习研究的工具包。MIT

GitHub (👨‍💻 78 · 🔀 260 · 📦 51 · 📋 1K - 19% open · ⏱️ 20.05.2022):
```
it clone https://github.com/rlworkgroup/garage
```
PyPi (📥 460 / month):
```
ip install garage
```

ViZDoom (🥈23 · ⭐ 1.4K) - 人工智能强化学习工具库。❗Unlicensed

GitHub (👨‍💻 49 · 🔀 330 · 📥 12K · 📦 150 · 📋 440 - 19% open · ⏱️ 26.06.2022):
```
it clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 630 / month):
```
ip install vizdoom
```

Dopamine (🥈22 · ⭐ 9.9K) - Dopamine是一个用于快速对强化学习进行原型制作的研究框架。Apache-2

GitHub (👨‍💻 15 · 🔀 1.3K · 📋 150 - 43% open · ⏱️ 13.06.2022):
```
it clone https://github.com/google/dopamine
```
PyPi (📥 49K / month):
```
ip install dopamine-rl
```

TensorForce (🥈22 · ⭐ 3.2K) - Tensorforce：一个基于TensorFlow的强化学习库。Apache-2

GitHub (👨‍💻 82 · 🔀 510 · 📋 650 - 3% open · ⏱️ 10.02.2022):
```
it clone https://github.com/tensorforce/tensorforce
```
PyPi (📥 1.2K / month):
```
ip install tensorforce
```

ChainerRL (🥈22 · ⭐ 1.1K · 💀) - ChainerRL是建立在Chainer之上的深度强化学习库。MIT

GitHub (👨‍💻 29 · 🔀 220 · 📦 130 · 📋 200 - 25% open · ⏱️ 17.04.2021):
```
it clone https://github.com/chainer/chainerrl
```
PyPi (📥 520 / month):
```
ip install chainerrl
```

RLax (🥈22 · ⭐ 890) - 强化学习组件和代理库。Apache-2 jax

GitHub (👨‍💻 19 · 🔀 66 · 📦 75 · 📋 19 - 21% open · ⏱️ 24.08.2022):
```
it clone https://github.com/deepmind/rlax
```
PyPi (📥 5.3K / month):
```
ip install rlax
```

TensorLayer (🥉21 · ⭐ 7.1K) - 深度学习和强化学习库。❗Unlicensed

GitHub (👨‍💻 130 · 🔀 1.6K · 📥 1.4K · 📋 460 - 4% open · ⏱️ 23.04.2022):
```
it clone https://github.com/tensorlayer/tensorlayer
```
PyPi (📥 1.5K / month):
```
ip install tensorlayer
```

Stable Baselines (🥉20 · ⭐ 3.6K · 💤) - OpenAI Baselines的一个分支，强化学习的实现。MIT

GitHub (👨‍💻 110 · 🔀 690 · 📋 920 - 11% open · ⏱️ 25.08.2021):
```
it clone https://github.com/hill-a/stable-baselines
```
PyPi (📥 7.9K / month):
```
ip install stable-baselines
```

PARL (🥉20 · ⭐ 2.7K) - 强化学习高性能分布式训练框架。Apache-2

GitHub (👨‍💻 31 · 🔀 730 · 📦 94 · 📋 410 - 15% open · ⏱️ 25.08.2022):
```
it clone https://github.com/PaddlePaddle/PARL
```
PyPi (📥 500 / month):
```
ip install parl
```

PFRL (🥉20 · ⭐ 890) - PFRL：基于PyTorch的深度强化学习库。MIT

GitHub (👨‍💻 16 · 🔀 120 · 📦 54 · 📋 63 - 38% open · ⏱️ 14.03.2022):
```
it clone https://github.com/pfnet/pfrl
```
PyPi (📥 410 / month):
```
ip install pfrl
```

TRFL (🥉19 · ⭐ 3.1K · 💤) - TensorFlow强化学习。Apache-2

GitHub (👨‍💻 13 · 🔀 380 · 📦 89 · 📋 20 - 20% open · ⏱️ 16.08.2021):
```
it clone https://github.com/deepmind/trfl
```
PyPi (📥 4.2K / month):
```
ip install trfl
```

Coach (🥉18 · ⭐ 2.2K · 💀) - 英特尔AI实验室的强化学习训练器。Apache-2

GitHub (👨‍💻 35 · 🔀 430 · 📋 260 - 30% open · ⏱️ 28.06.2021):
```
it clone https://github.com/IntelLabs/coach
```
PyPi (📥 120 / month):
```
ip install rl_coach
```

ReAgent (🥉17 · ⭐ 3.2K) - 推理系统平台。BSD-3

GitHub (👨‍💻 140 · 🔀 460 · 📋 100 - 25% open · ⏱️ 25.08.2022):
```
it clone https://github.com/facebookresearch/ReAgent
```

DeepMind Lab (🥉15 · ⭐ 6.7K) - 可定制的3D平台，用于agent-based AI研究。❗Unlicensed

GitHub (👨‍💻 8 · 🔀 1.3K · 📋 220 - 25% open · ⏱️ 09.06.2022):
```
it clone https://github.com/deepmind/lab
```

隐私机器学习

使用联合学习和差异隐私之类的方法进行加密和保留隐私的机器学习的库。

PySyft (🥇26 · ⭐ 8.3K) - 基于内部数据自动化回答问题的工具库。Apache-2

GitHub (👨‍💻 450 · 🔀 1.8K · 📋 3.1K - 1% open · ⏱️ 25.08.2022):
```
it clone https://github.com/OpenMined/PySyft
```
PyPi (📥 4K / month):
```
ip install syft
```

Opacus (🥈24 · ⭐ 1.2K) - 使用不同的隐私训练PyTorch模型。Apache-2

GitHub (👨‍💻 55 · 🔀 220 · 📥 51 · 📦 130 · 📋 200 - 21% open · ⏱️ 25.08.2022):
```
it clone https://github.com/pytorch/opacus
```
PyPi (📥 15K / month):
```
ip install opacus
```

TensorFlow Privacy (🥈23 · ⭐ 1.6K) - 用于训练机器学习模型的库。Apache-2

GitHub (👨‍💻 49 · 🔀 350 · 📥 80 · 📋 150 - 43% open · ⏱️ 22.08.2022):
```
it clone https://github.com/tensorflow/privacy
```
PyPi (📥 32K / month):
```
ip install tensorflow-privacy
```

FATE (🥉22 · ⭐ 4.4K) - 工业级联邦学习框架。Apache-2

GitHub (👨‍💻 74 · 🔀 1.3K · 📋 1.3K - 36% open · ⏱️ 15.04.2022):
```
it clone https://github.com/FederatedAI/FATE
```

TFEncrypted (🥉20 · ⭐ 1K) - TensorFlow中的加密机器学习框架。Apache-2

GitHub (👨‍💻 28 · 🔀 180 · 📦 62 · 📋 420 - 37% open · ⏱️ 26.08.2022):
```
it clone https://github.com/tf-encrypted/tf-encrypted
```
PyPi (📥 440 / month):
```
ip install tf-encrypted
```

CrypTen (🥉18 · ⭐ 1.1K) - 隐私保护的机器学习框架。MIT

GitHub (👨‍💻 29 · 🔀 180 · 📦 21 · 📋 160 - 12% open · ⏱️ 10.06.2022):
```
it clone https://github.com/facebookresearch/CrypTen
```
PyPi (📥 230 / month):
```
ip install crypten
```

工作流程和实验跟踪

跟踪和可视化机器学习实验的工具库整理。

Tensorboard (🥇37 · ⭐ 6K) - TensorFlow的可视化工具包。Apache-2

GitHub (👨‍💻 290 · 🔀 1.5K · 📦 120K · 📋 1.7K - 31% open · ⏱️ 25.08.2022):
```
it clone https://github.com/tensorflow/tensorboard
```
PyPi (📥 14M / month):
```
ip install tensorboard
```

Conda (📥 3.2M · ⏱️ 11.08.2022):

onda install -c conda-forge tensorboard

SageMaker SDK (🥇33 · ⭐ 1.7K) - 一个用于训练和部署机器学习的库。Apache-2

GitHub (👨‍💻 280 · 🔀 810 · 📦 1.6K · 📋 1.1K - 32% open · ⏱️ 24.08.2022):
```
it clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 8.4M / month):
```
ip install sagemaker
```

PyCaret (🥇32 · ⭐ 6.1K) - Python中的开源代码，低代码机器学习库。MIT

GitHub (👨‍💻 99 · 🔀 1.4K · 📥 610 · 📦 2.4K · 📋 1.7K - 15% open · ⏱️ 13.08.2022):
```
it clone https://github.com/pycaret/pycaret
```
PyPi (📥 580K / month):
```
ip install pycaret
```

wandb client (🥇32 · ⭐ 4.6K) - 用于可视化和跟踪机器学习的工具。MIT

GitHub (👨‍💻 120 · 🔀 340 · 📦 11K · 📋 1.9K - 24% open · ⏱️ 26.08.2022):
```
it clone https://github.com/wandb/client
```
PyPi (📥 1.7M / month):
```
ip install wandb
```

tensorboardX (🥈31 · ⭐ 7.4K) - pytorch（和链接器，mxnet，numpy，...）的张量板。MIT

GitHub (👨‍💻 72 · 🔀 850 · 📥 350 · 📦 21K · 📋 430 - 15% open · ⏱️ 08.06.2022):
```
it clone https://github.com/lanpa/tensorboardX
```
PyPi (📥 1.1M / month):
```
ip install tensorboardX
```

Conda (📥 780K · ⏱️ 07.06.2022):

onda install -c conda-forge tensorboardx

mlflow (🥈30 · ⭐ 12K) - 机器学习生命周期的开源平台。Apache-2

GitHub (👨‍💻 470 · 🔀 2.8K · 📋 2.4K - 33% open · ⏱️ 26.08.2022):
```
it clone https://github.com/mlflow/mlflow
```
PyPi (📥 13M / month):
```
ip install mlflow
```
Conda (📥 740K · ⏱️ 19.08.2022):
```
onda install -c conda-forge mlflow
```

sacred (🥈30 · ⭐ 3.9K) - Sacred是可帮助您配置，组织，记录和复现的工具。MIT

GitHub (👨‍💻 100 · 🔀 350 · 📦 1.5K · 📋 540 - 16% open · ⏱️ 15.08.2022):
```
it clone https://github.com/IDSIA/sacred
```
PyPi (📥 68K / month):
```
ip install sacred
```

ClearML (🥈29 · ⭐ 3.5K) - ClearML-自动精简工具套件。Apache-2

GitHub (👨‍💻 52 · 🔀 460 · 📥 500 · 📦 290 · 📋 600 - 44% open · ⏱️ 23.08.2022):
```
it clone https://github.com/allegroai/clearml
```
PyPi (📥 94K / month):
```
ip install clearml
```
Docker Hub (📥 30K · ⏱️ 05.10.2020):
```
ocker pull allegroai/trains
```

Metaflow (🥈28 · ⭐ 5.9K) - 轻松构建和管理现实生活中的数据科学项目。Apache-2

GitHub (👨‍💻 54 · 🔀 500 · 📦 310 · 📋 420 - 45% open · ⏱️ 24.08.2022):
```
it clone https://github.com/Netflix/metaflow
```
PyPi (📥 62K / month):
```
ip install metaflow
```
Conda (📥 63K · ⏱️ 25.08.2022):
```
onda install -c conda-forge metaflow
```

VisualDL (🥈27 · ⭐ 4.4K) - 深度学习可视化工具包。Apache-2

GitHub (👨‍💻 32 · 🔀 590 · 📥 210 · 📦 1.3K · 📋 420 - 20% open · ⏱️ 23.08.2022):
```
it clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 60K / month):
```
ip install visualdl
```

Catalyst (🥈27 · ⭐ 3K) - 加快深度学习研发。Apache-2

GitHub (👨‍💻 100 · 🔀 340 · 📦 600 · 📋 340 - 1% open · ⏱️ 29.04.2022):
```
it clone https://github.com/catalyst-team/catalyst
```
PyPi (📥 39K / month):
```
ip install catalyst
```

snakemake (🥈27 · ⭐ 1.5K) - 工作流管理系统snakemake。MIT

GitHub (👨‍💻 260 · 🔀 360 · 📦 1.2K · 📋 1.1K - 59% open · ⏱️ 25.08.2022):
```
it clone https://github.com/snakemake/snakemake
```
PyPi (📥 51K / month):
```
ip install snakemake
```
Conda (📥 510K · ⏱️ 11.08.2022):
```
onda install -c bioconda snakemake
```

ml-metadata (🥈26 · ⭐ 490) - 用于记录和检索与ML相关的元数据。Apache-2

GitHub (👨‍💻 15 · 🔀 95 · 📥 1.7K · 📦 240 · 📋 91 - 26% open · ⏱️ 23.08.2022):
```
it clone https://github.com/google/ml-metadata
```
PyPi (📥 480K / month):
```
ip install ml-metadata
```

DVC (🥈25 · ⭐ 10K) - 数据版本控制|针对数据和模型的Git。|) - 数据版本控制|针对数据和模型的Git。Apache-2

GitHub (👨‍💻 270 · 🔀 950 · 📥 120K · 📋 3.8K - 16% open · ⏱️ 25.08.2022):
```
it clone https://github.com/iterative/dvc
```
PyPi (📥 530K / month):
```
ip install dvc
```
Conda (📥 1.2M · ⏱️ 25.08.2022):
```
onda install -c conda-forge dvc
```

AzureML SDK (🥈25 · ⭐ 3.4K) - 带有ML的Python笔记本和带有Azure的深度学习示例。MIT

GitHub (👨‍💻 60 · 🔀 2.1K · 📥 460 · 📋 1.3K - 21% open · ⏱️ 19.08.2022):
```
it clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (📥 1.5M / month):
```
ip install azureml-sdk
```

aim (🥉24 · ⭐ 2.7K) - 以一种非常简单的方式来记录，搜索和比较数千次ML训练。Apache-2

GitHub (👨‍💻 42 · 🔀 160 · 📦 100 · 📋 630 - 21% open · ⏱️ 25.08.2022):
```
it clone https://github.com/aimhubio/aim
```
PyPi (📥 34K / month):
```
ip install aim
```

livelossplot (🥉23 · ⭐ 1.2K) - Jupyter Notebook for Keras的实时训练loss图。MIT

GitHub (👨‍💻 17 · 🔀 140 · 📦 840 · 📋 75 - 6% open · ⏱️ 04.04.2022):
```
it clone https://github.com/stared/livelossplot
```
PyPi (📥 63K / month):
```
ip install livelossplot
```

Labml (🥉23 · ⭐ 1.2K) - 从您的手机监控深度学习模型训练和硬件使用情况。MIT

GitHub (👨‍💻 7 · 🔀 78 · 📦 54 · 📋 29 - 44% open · ⏱️ 15.08.2022):
```
it clone https://github.com/lab-ml/labml
```
PyPi (📥 3.2K / month):
```
ip install labml
```

knockknock (🥉22 · ⭐ 2.5K · 💀) - 当您的训练结束后通知您。MIT

GitHub (👨‍💻 18 · 🔀 210 · 📦 380 · 📋 39 - 41% open · ⏱️ 16.03.2020):
```
it clone https://github.com/huggingface/knockknock
```
PyPi (📥 59K / month):
```
ip install knockknock
```
Conda (📥 10K · ⏱️ 17.03.2020):
```
onda install -c conda-forge knockknock
```

kaggle (🥉21 · ⭐ 4.9K · 💀) - 官方Kaggle API。Apache-2

GitHub (👨‍💻 36 · 🔀 940 · 📋 350 - 57% open · ⏱️ 15.03.2021):
```
it clone https://github.com/Kaggle/kaggle-api
```
PyPi (📥 120K / month):
```
ip install kaggle
```
Conda (📥 95K · ⏱️ 17.12.2021):
```
onda install -c conda-forge kaggle
```

Guild AI (🥉21 · ⭐ 730) - 实验跟踪，ML开发人员工具库。Apache-2

GitHub (👨‍💻 21 · 🔀 66 · 📥 6 · 📦 58 · 📋 380 - 45% open · ⏱️ 24.08.2022):
```
it clone https://github.com/guildai/guildai
```
PyPi (📥 3.1K / month):
```
ip install guildai
```

hiddenlayer (🥉20 · ⭐ 1.6K · 💀) - 神经网络图和训练指标。MIT

GitHub (👨‍💻 6 · 🔀 230 · 📦 130 · 📋 85 - 58% open · ⏱️ 24.04.2020):
```
it clone https://github.com/waleedka/hiddenlayer
```
PyPi (📥 1.7K / month):
```
ip install hiddenlayer
```

TNT (🥉20 · ⭐ 1.4K) - 用于记录和可视化，加载和训练的简单工具。BSD-3

GitHub (👨‍💻 53 · 🔀 200 · ⏱️ 18.08.2022):
```
it clone https://github.com/pytorch/tnt
```
PyPi (📥 8.8K / month):
```
ip install torchnet
```

TensorWatch (🥉19 · ⭐ 3.2K · 💀) - Python机器学习的调试，监视和可视化。MIT

GitHub (👨‍💻 13 · 🔀 340 · 📦 86 · 📋 67 - 77% open · ⏱️ 15.01.2021):
```
it clone https://github.com/microsoft/tensorwatch
```
PyPi (📥 5.3K / month):
```
ip install tensorwatch
```

lore (🥉19 · ⭐ 1.5K) - lore使机器学习对软件工程师更易上手，对机器学习研究人员更可维护。MIT

GitHub (👨‍💻 26 · 🔀 120 · 📦 20 · 📋 35 - 45% open · ⏱️ 11.04.2022):
```
it clone https://github.com/instacart/lore
```
PyPi (📥 530 / month):
```
ip install lore
```

gokart (🥉19 · ⭐ 260) - 数据管道库luigi的包装。MIT

GitHub (👨‍💻 34 · 🔀 45 · 📋 73 - 19% open · ⏱️ 02.08.2022):
```
it clone https://github.com/m3dev/gokart
```
PyPi (📥 1K / month):
```
ip install gokart
```

Studio.ml (🥉18 · ⭐ 380 · 💤) - Studio：简化和加快模型构建过程。Apache-2

GitHub (👨‍💻 21 · 🔀 51 · 📦 5 · 📋 250 - 22% open · ⏱️ 14.09.2021):
```
it clone https://github.com/studioml/studio
```
PyPi (📥 35 / month):
```
ip install studioml
```

MXBoard (🥉18 · ⭐ 330 · 💀) - MXNet日志记录器，以在TensorBoard中进行可视化。Apache-2

GitHub (👨‍💻 9 · 🔀 46 · 📦 160 · 📋 31 - 51% open · ⏱️ 24.01.2020):
```
it clone https://github.com/awslabs/mxboard
```
PyPi (📥 7.7K / month):
```
ip install mxboard
```

quinn (🥉17 · ⭐ 350 · 💀) - pyspark方法可提高开发人员的工作效率。❗Unlicensed

GitHub (👨‍💻 6 · 🔀 47 · 📋 24 - 58% open · ⏱️ 09.02.2021):
```
it clone https://github.com/MrPowers/quinn
```
PyPi (📥 770K / month):
```
ip install quinn
```

TensorBoard Logger (🥉15 · ⭐ 620 · 💀) - 简易TensorBoard日志记录库。MIT

GitHub (👨‍💻 5 · 🔀 49 · 📋 24 - 37% open · ⏱️ 21.10.2019):
```
it clone https://github.com/TeamHG-Memex/tensorboard_logger
```
PyPi (📥 56K / month):
```
ip install tensorboard_logger
```

datmo (🥉15 · ⭐ 340 · 💀) - 面向数据科学家的开源生产模型管理工具。MIT

GitHub (👨‍💻 6 · 🔀 28 · 📦 5 · 📋 180 - 15% open · ⏱️ 29.11.2019):
```
it clone https://github.com/datmo/datmo
```
PyPi (📥 28 / month):
```
ip install datmo
```

steppy (🥉15 · ⭐ 130 · 💀) - 轻量级的Python库，可进行快速且可重复的实验。MIT

GitHub (👨‍💻 5 · 🔀 33 · 📦 46 · 📋 63 - 20% open · ⏱️ 23.11.2018):
```
it clone https://github.com/minerva-ml/steppy
```
PyPi (📥 9 / month):
```
ip install steppy
```

SKLL (🥉14 · ⭐ 530 · 💤) - SciKit学习实验室（SKLL）使机器学习易于操作。❗Unlicensed

GitHub (👨‍💻 37 · 🔀 65 · 📥 11 · 📦 38 · 📋 400 - 7% open · ⏱️ 21.12.2021):
```
it clone https://github.com/EducationalTestingService/skll
```
PyPi (📥 140 / month):
```
ip install skll
```

ModelChimp (🥉14 · ⭐ 120 · 💤) - 机器和深度学习项目的实验跟踪。BSD-2

GitHub (👨‍💻 3 · 🔀 12 · 📋 14 - 28% open · ⏱️ 01.08.2021):
```
it clone https://github.com/ModelChimp/modelchimp
```
PyPi (📥 43 / month):
```
ip install modelchimp
```
Docker Hub (📥 660 · ⏱️ 09.04.2019):
```
ocker pull modelchimp/modelchimp-server
```

traintool (🥉7 · ⭐ 10 · 💀) - 一站式训练现成的机器学习模型。Apache-2

GitHub (⏱️ 12.03.2021):

it clone https://github.com/jrieke/traintool

PyPi (📥 10 / month):
```
ip install traintool
```

模型序列化和转换

用于将模型序列化为文件，在各种模型格式之间进行转换以及优化模型以进行部署的库。

onnx (🥇32 · ⭐ 13K) - 机器学习互操作性的开放标准。Apache-2

GitHub (👨‍💻 250 · 🔀 2.9K · 📥 18K · 📦 8.1K · 📋 2K - 11% open · ⏱️ 25.08.2022):
```
it clone https://github.com/onnx/onnx
```
PyPi (📥 1.6M / month):
```
ip install onnx
```
Conda (📥 490K · ⏱️ 18.08.2022):
```
onda install -c conda-forge onnx
```

Core ML Tools (🥇25 · ⭐ 2.8K) - 核心ML工具包含用于核心ML模型的支持工具。BSD-3

GitHub (👨‍💻 130 · 🔀 420 · 📥 4.4K · 📦 1K · 📋 970 - 28% open · ⏱️ 24.08.2022):
```
it clone https://github.com/apple/coremltools
```
PyPi (📥 93K / month):
```
ip install coremltools
```

m2cgen (🥇25 · ⭐ 2.2K) - 将ML模型转换成本机代码（Java，C，Python，Go，JavaScript）等。MIT

GitHub (👨‍💻 13 · 🔀 200 · 📥 32 · 📦 59 · 📋 92 - 26% open · ⏱️ 14.08.2022):
```
it clone https://github.com/BayesWitnesses/m2cgen
```
PyPi (📥 45K / month):
```
ip install m2cgen
```

TorchServe (🥈24 · ⭐ 2.8K) - 在PyTorch上进行模型服务。Apache-2

GitHub (👨‍💻 120 · 🔀 570 · 📥 2K · 📋 970 - 14% open · ⏱️ 25.08.2022):
```
it clone https://github.com/pytorch/serve
```
PyPi (📥 17K / month):
```
ip install torchserve
```
Conda (📥 33K · ⏱️ 13.05.2022):
```
onda install -c pytorch torchserve
```
Docker Hub (📥 1M · ⭐ 15 · ⏱️ 19.07.2022):
```
ocker pull pytorch/torchserve
```

mmdnn (🥈23 · ⭐ 5.6K · 💀) - MMdnn是一组工具，可以帮助用户在不同的深度学习框架之间进行互操作。MIT

GitHub (👨‍💻 85 · 🔀 950 · 📥 3.6K · 📦 85 · 📋 610 - 52% open · ⏱️ 14.08.2020):
```
it clone https://github.com/Microsoft/MMdnn
```
PyPi (📥 580 / month):
```
ip install mmdnn
```

cortex (🥉22 · ⭐ 7.8K) - 具有成本效益的无服务器大规模计算。Apache-2

GitHub (👨‍💻 24 · 🔀 580 · 📋 1.1K - 10% open · ⏱️ 23.04.2022):
```
it clone https://github.com/cortexlabs/cortex
```
PyPi (📥 1.7K / month):
```
ip install cortex
```

Hummingbird (🥉22 · ⭐ 3K) - 蜂鸟将训练有素的机器学习模型编译为张量计算，以用于..MIT

GitHub (👨‍💻 31 · 🔀 240 · 📥 180 · 📦 39 · 📋 250 - 16% open · ⏱️ 17.08.2022):
```
it clone https://github.com/microsoft/hummingbird
```
PyPi (📥 3.9K / month):
```
ip install hummingbird-ml
```

sklearn-porter (🥉20 · ⭐ 1.2K) - 将经过训练的scikit-learn估计器转换为C，Java等。BSD-3

GitHub (👨‍💻 12 · 🔀 160 · 📦 44 · 📋 68 - 50% open · ⏱️ 22.05.2022):
```
it clone https://github.com/nok/sklearn-porter
```
PyPi (📥 340 / month):
```
ip install sklearn-porter
```

pytorch2keras (🥉18 · ⭐ 810 · 💤) - PyTorch到Keras模型转换器。MIT

GitHub (👨‍💻 13 · 🔀 140 · 📦 51 · 📋 120 - 44% open · ⏱️ 06.08.2021):
```
it clone https://github.com/nerox8664/pytorch2keras
```
PyPi (📥 480 / month):
```
ip install pytorch2keras
```

Larq Compute Engine (🥉17 · ⭐ 210) - 高度优化的二值化推理引擎。Apache-2

GitHub (👨‍💻 18 · 🔀 32 · 📥 730 · 📦 6 · 📋 140 - 9% open · ⏱️ 25.08.2022):
```
it clone https://github.com/larq/compute-engine
```
PyPi (📥 870 / month):
```
ip install larq-compute-engine
```

tfdeploy (🥉14 · ⭐ 350 · 💀) - 部署张量流图以进行快速评估并导出到无tensorflow环境中基于numpy运行。BSD-3

GitHub (👨‍💻 4 · 🔀 36 · 📋 34 - 32% open · ⏱️ 08.01.2021):
```
it clone https://github.com/riga/tfdeploy
```
PyPi (📥 9 / month):
```
ip install tfdeploy
```

模型的可解释性

用于可视化，解释，调试，评估和解释机器学习模型的库。

shap (🥇36 · ⭐ 17K) - 用于解释任何机器学习模型的输出的一种博弈论方法实现。MIT

GitHub (👨‍💻 200 · 🔀 2.6K · 📦 6.4K · 📋 2K - 69% open · ⏱️ 16.06.2022):
```
it clone https://github.com/slundberg/shap
```
PyPi (📥 3.7M / month):
```
ip install shap
```
Conda (📥 1.4M · ⏱️ 20.06.2022):
```
onda install -c conda-forge shap
```

Lime (🥇30 · ⭐ 10K · 💀) - Lime：解释任何机器学习分类器的预测。BSD-2

GitHub (👨‍💻 61 · 🔀 1.6K · 📦 2.6K · 📋 580 - 9% open · ⏱️ 29.07.2021):
```
it clone https://github.com/marcotcr/lime
```
PyPi (📥 560K / month):
```
ip install lime
```
Conda (📥 110K · ⏱️ 28.06.2020):
```
onda install -c conda-forge lime
```

pyLDAvis (🥇29 · ⭐ 1.6K · 💀) - 用于交互式主题模型可视化的Python库。BSD-3

GitHub (👨‍💻 32 · 🔀 330 · 📦 3.8K · 📋 160 - 51% open · ⏱️ 24.03.2021):
```
it clone https://github.com/bmabey/pyLDAvis
```
PyPi (📥 640K / month):
```
ip install pyldavis
```
Conda (📥 46K · ⏱️ 24.03.2021):
```
onda install -c conda-forge pyldavis
```

InterpretML (🥇28 · ⭐ 4.9K) - 拟合可解释的模型。对机器学习黑匣子进行解释。MIT

GitHub (👨‍💻 31 · 🔀 590 · 📦 260 · 📋 300 - 32% open · ⏱️ 26.08.2022):
```
it clone https://github.com/interpretml/interpret
```
PyPi (📥 90K / month):
```
ip install interpret
```

dtreeviz (🥇28 · ⭐ 2.2K) - 用于决策树可视化和模型解释的python库。MIT

GitHub (👨‍💻 21 · 🔀 280 · 📦 450 · 📋 120 - 19% open · ⏱️ 23.08.2022):
```
it clone https://github.com/parrt/dtreeviz
```
PyPi (📥 96K / month):
```
ip install dtreeviz
```

arviz (🥇28 · ⭐ 1.3K) - 使用Python探索性分析贝叶斯模型。Apache-2

GitHub (👨‍💻 130 · 🔀 290 · 📥 110 · 📦 2.7K · 📋 760 - 20% open · ⏱️ 17.08.2022):
```
it clone https://github.com/arviz-devs/arviz
```
PyPi (📥 740K / month):
```
ip install arviz
```
Conda (📥 810K · ⏱️ 13.07.2022):
```
onda install -c conda-forge arviz
```

Captum (🥈27 · ⭐ 3.4K) - PyTorch的模型可解释性和理解。BSD-3

GitHub (👨‍💻 88 · 🔀 350 · 📦 650 · 📋 380 - 24% open · ⏱️ 23.08.2022):
```
it clone https://github.com/pytorch/captum
```
PyPi (📥 47K / month):
```
ip install captum
```

scikit-plot (🥈26 · ⭐ 2.2K · 💀) - 一个直观的库，可向其中添加绘图功能。MIT

GitHub (👨‍💻 13 · 🔀 260 · 📦 2.3K · 📋 58 - 32% open · ⏱️ 19.08.2018):
```
it clone https://github.com/reiinakano/scikit-plot
```
PyPi (📥 650K / month):
```
ip install scikit-plot
```

Conda (📥 120K · ⏱️ 05.06.2019):

onda install -c conda-forge scikit-plot

explainerdashboard (🥈26 · ⭐ 1.3K) - 快速构建可显示内部信息的可解释AI仪表板。MIT

GitHub (👨‍💻 15 · 🔀 160 · 📦 160 · 📋 180 - 8% open · ⏱️ 16.06.2022):
```
it clone https://github.com/oegedijk/explainerdashboard
```
PyPi (📥 59K / month):
```
ip install explainerdashboard
```

Model Analysis (🥈26 · ⭐ 1.2K) - TensorFlow的模型分析工具。Apache-2

GitHub (👨‍💻 47 · 🔀 240 · 📋 65 - 24% open · ⏱️ 25.08.2022):
```
it clone https://github.com/tensorflow/model-analysis
```
PyPi (📥 1M / month):
```
ip install tensorflow-model-analysis
```

Alibi (🥈25 · ⭐ 1.7K) - 监视和解释机器学习模型的算法。Apache-2

GitHub (👨‍💻 18 · 🔀 190 · 📦 190 · 📋 300 - 36% open · ⏱️ 24.08.2022):
```
it clone https://github.com/SeldonIO/alibi
```
PyPi (📥 15K / month):
```
ip install alibi
```

Lucid (🥈24 · ⭐ 4.4K · 💀) - 用于神经科学研究的基础设施和工具的集合。Apache-2

GitHub (👨‍💻 40 · 🔀 600 · 📦 650 · 📋 170 - 42% open · ⏱️ 19.03.2021):
```
it clone https://github.com/tensorflow/lucid
```
PyPi (📥 2K / month):
```
ip install lucid
```

Fairness 360 (🥈24 · ⭐ 1.8K) - 一整套用于数据集的公平度量标准。Apache-2

GitHub (👨‍💻 52 · 🔀 580 · 📦 170 · 📋 140 - 54% open · ⏱️ 25.08.2022):
```
it clone https://github.com/Trusted-AI/AIF360
```
PyPi (📥 7.3K / month):
```
ip install aif360
```

CausalNex (🥈24 · ⭐ 1.6K) - 一个可帮助数据科学家进行因果推断的Python库。Apache-2

GitHub (👨‍💻 22 · 🔀 180 · 📦 53 · 📋 110 - 17% open · ⏱️ 06.07.2022):
```
it clone https://github.com/quantumblacklabs/causalnex
```
PyPi (📥 1.3K / month):
```
ip install causalnex
```

Explainability 360 (🥈24 · ⭐ 1.1K) - 数据和机器学习的可解释性。Apache-2

GitHub (👨‍💻 31 · 🔀 240 · 📦 55 · 📋 65 - 56% open · ⏱️ 26.07.2022):
```
it clone https://github.com/Trusted-AI/AIX360
```
PyPi (📥 1.2K / month):
```
ip install aix360
```

keras-vis (🥈23 · ⭐ 2.9K · 💀) - 用于Keras的神经网络可视化工具包。MIT

GitHub (👨‍💻 10 · 🔀 630 · 📦 2.1K · 📋 210 - 52% open · ⏱️ 20.04.2020):
```
it clone https://github.com/raghakot/keras-vis
```
PyPi (📥 3.3K / month):
```
ip install keras-vis
```

yellowbrick (🥈22 · ⭐ 3.7K) - 可视化分析和诊断工具，方便机器使用。Apache-2

GitHub (👨‍💻 110 · 🔀 510 · 📋 670 - 11% open · ⏱️ 21.08.2022):
```
it clone https://github.com/DistrictDataLabs/yellowbrick
```
PyPi (📥 580K / month):
```
ip install yellowbrick
```

eli5 (🥈22 · ⭐ 2.6K · 💀) - 一个用于调试/检查机器学习分类器的库。MIT

GitHub (👨‍💻 14 · 🔀 310 · 📋 250 - 55% open · ⏱️ 22.01.2020):
```
it clone https://github.com/TeamHG-Memex/eli5
```
PyPi (📥 480K / month):
```
ip install eli5
```
Conda (📥 120K · ⏱️ 14.05.2022):
```
onda install -c conda-forge eli5
```

imodels (🥈22 · ⭐ 890) - 可解释的ML包，用于简洁，透明和准确的预测。MIT

GitHub (👨‍💻 13 · 🔀 83 · 📦 20 · 📋 40 - 35% open · ⏱️ 25.08.2022):
```
it clone https://github.com/csinva/imodels
```
PyPi (📥 19K / month):
```
ip install imodels
```

DoWhy (🥉21 · ⭐ 5.1K) - DoWhy是用于因果推断的Python库。MIT

GitHub (👨‍💻 60 · 🔀 700 · 📥 31 · 📋 250 - 31% open · ⏱️ 23.08.2022):
```
it clone https://github.com/Microsoft/dowhy
```
PyPi (📥 180K / month):
```
ip install dowhy
```
Conda (📥 8.2K · ⏱️ 19.07.2022):
```
onda install -c conda-forge dowhy
```

checklist (🥉21 · ⭐ 1.7K) - 超越准确性：使用CheckList对NLP模型进行行为测试。MIT

GitHub (👨‍💻 13 · 🔀 170 · 📦 150 · 📋 83 - 2% open · ⏱️ 12.08.2022):
```
it clone https://github.com/marcotcr/checklist
```
PyPi (📥 7.8K / month):
```
ip install checklist
```

fairlearn (🥉21 · ⭐ 1.4K) - 一个用于评估和改善机器公平性的Python程序包。MIT

GitHub (👨‍💻 68 · 🔀 310 · 📋 360 - 39% open · ⏱️ 24.08.2022):
```
it clone https://github.com/fairlearn/fairlearn
```
PyPi (📥 230K / month):
```
ip install fairlearn
```
Conda (📥 20K · ⏱️ 07.07.2021):
```
onda install -c conda-forge fairlearn
```

DALEX (🥉21 · ⭐ 1.1K) - 用于模型探索和扩展的模块。❗️GPL-3.0

GitHub (👨‍💻 20 · 🔀 140 · 📦 57 · 📋 370 - 5% open · ⏱️ 03.08.2022):
```
it clone https://github.com/ModelOriented/DALEX
```
PyPi (📥 9.5K / month):
```
ip install dalex
```

keract (🥉21 · ⭐ 990) - 在Keras中分层输出和渐变。MIT

GitHub (👨‍💻 16 · 🔀 180 · 📦 140 · 📋 87 - 5% open · ⏱️ 23.07.2022):
```
it clone https://github.com/philipperemy/keract
```
PyPi (📥 900 / month):
```
ip install keract
```

tf-explain (🥉21 · ⭐ 940) - 使用Tensorflow 2.x的tf.keras模型的可解释性方法。MIT

GitHub (👨‍💻 18 · 🔀 100 · 📦 130 · 📋 88 - 42% open · ⏱️ 30.06.2022):
```
it clone https://github.com/sicara/tf-explain
```
PyPi (📥 1.1K / month):
```
ip install tf-explain
```

random-forest-importances (🥉21 · ⭐ 510 · 💀) - 随机森林特征重要度计算。MIT

GitHub (👨‍💻 14 · 🔀 120 · 📦 100 · 📋 34 - 14% open · ⏱️ 30.01.2021):
```
it clone https://github.com/parrt/random-forest-importances
```
PyPi (📥 30K / month):
```
ip install rfpimp
```

sklearn-evaluation (🥉21 · ⭐ 340) - 机器学习模型评估变得容易。MIT

GitHub (👨‍💻 8 · 🔀 28 · 📦 49 · 📋 39 - 20% open · ⏱️ 22.08.2022):
```
it clone https://github.com/edublancas/sklearn-evaluation
```
PyPi (📥 1.7K / month):
```
ip install sklearn-evaluation
```

DiCE (🥉20 · ⭐ 890) - 生成任何机器学习的各种反事实说明。MIT

GitHub (👨‍💻 14 · 🔀 120 · 📋 130 - 44% open · ⏱️ 06.07.2022):
```
it clone https://github.com/interpretml/DiCE
```
PyPi (📥 140K / month):
```
ip install dice-ml
```

TreeInterpreter (🥉20 · ⭐ 720 · 💀) - 解释scikit-learn决策树的程序包。BSD-3

GitHub (👨‍💻 11 · 🔀 140 · 📦 280 · 📋 23 - 82% open · ⏱️ 28.02.2021):
```
it clone https://github.com/andosa/treeinterpreter
```
PyPi (📥 150K / month):
```
ip install treeinterpreter
```

LIT (🥉19 · ⭐ 3K) - 语言可解释性工具：交互式分析NLP模型。Apache-2

GitHub (👨‍💻 18 · 🔀 310 · 📦 11 · 📋 110 - 37% open · ⏱️ 15.03.2022):
```
it clone https://github.com/PAIR-code/lit
```
PyPi (📥 820 / month):
```
ip install lit-nlp
```

What-If Tool (🥉19 · ⭐ 740 · 💤) - What-If工具的源代码/网页/演示。Apache-2

GitHub (👨‍💻 20 · 🔀 140 · 📋 110 - 52% open · ⏱️ 05.01.2022):
```
it clone https://github.com/PAIR-code/what-if-tool
```
PyPi (📥 11K / month):
```
ip install witwidget
```
NPM (📥 5.9K / month):
```
pm install wit-widget
```

deeplift (🥉19 · ⭐ 650 · 💤) - Public facing deeplift repo。MIT

GitHub (👨‍💻 11 · 🔀 150 · 📦 62 · 📋 85 - 43% open · ⏱️ 11.11.2021):
```
it clone https://github.com/kundajelab/deeplift
```
PyPi (📥 530 / month):
```
ip install deeplift
```

aequitas (🥉19 · ⭐ 490 · 💀) - 偏差和公平审计工具包。MIT

GitHub (👨‍💻 16 · 🔀 90 · 📦 110 · 📋 61 - 65% open · ⏱️ 27.05.2021):
```
it clone https://github.com/dssg/aequitas
```
PyPi (📥 2K / month):
```
ip install aequitas
```

model-card-toolkit (🥉19 · ⭐ 300) - 模型解释与分析卡片工具库。Apache-2

GitHub (👨‍💻 13 · 🔀 60 · 📦 10 · 📋 14 - 85% open · ⏱️ 28.04.2022):
```
it clone https://github.com/tensorflow/model-card-toolkit
```
PyPi (📥 850 / month):
```
ip install model-card-toolkit
```

fairness-indicators (🥉19 · ⭐ 270) - Tensorflow的公平性评估和可视化。Apache-2

GitHub (👨‍💻 33 · 🔀 68 · 📋 11 - 27% open · ⏱️ 26.07.2022):
```
it clone https://github.com/tensorflow/fairness-indicators
```
PyPi (📥 620 / month):
```
ip install fairness-indicators
```

iNNvestigate (🥉18 · ⭐ 1K) - 神经网络预估分析工具箱。BSD-2

GitHub (👨‍💻 19 · 🔀 220 · 📥 16 · 📋 230 - 19% open · ⏱️ 01.08.2022):
```
it clone https://github.com/albermax/innvestigate
```
PyPi (📥 440 / month):
```
ip install innvestigate
```

Skater (🥉17 · ⭐ 1K) - 用于模型解释/说明的Python库。❗️UPL-1.0

GitHub (👨‍💻 36 · 🔀 170 · 📋 160 - 40% open · ⏱️ 11.02.2022):
```
it clone https://github.com/oracle/Skater
```
PyPi (📥 3K / month):
```
ip install skater
```
Conda (📥 51K · ⏱️ 15.11.2021):
```
onda install -c conda-forge skater
```

FlashTorch (🥉17 · ⭐ 680 · 💀) - PyTorch中用于神经网络的可视化工具包。MIT

GitHub (👨‍💻 2 · 🔀 84 · 📦 10 · 📋 31 - 29% open · ⏱️ 27.04.2021):
```
it clone https://github.com/MisaOgura/flashtorch
```
PyPi (📥 160 / month):
```
ip install flashtorch
```

tcav (🥉17 · ⭐ 530 · 💤) - TCAV ML可解释性项目的代码。Apache-2

GitHub (👨‍💻 19 · 🔀 130 · 📦 14 · 📋 61 - 11% open · ⏱️ 16.09.2021):
```
it clone https://github.com/tensorflow/tcav
```
PyPi (📥 48 / month):
```
ip install tcav
```

ExplainX.ai (🥉17 · ⭐ 320 · 💀) - 适用于数据科学家的可解释AI框架。MIT

GitHub (👨‍💻 4 · 🔀 42 · 📥 4 · 📋 26 - 34% open · ⏱️ 02.02.2021):
```
it clone https://github.com/explainX/explainx
```
PyPi (📥 1.9K / month):
```
ip install explainx
```

XAI (🥉15 · ⭐ 840 · 💤) - XAI-用于机器学习的可解释性工具箱。MIT

GitHub (👨‍💻 3 · 🔀 120 · 📦 19 · 📋 9 - 22% open · ⏱️ 30.10.2021):
```
it clone https://github.com/EthicalML/xai
```
PyPi (📥 120 / month):
```
ip install xai
```

Anchor (🥉15 · ⭐ 720) - High-Precision Model-Agnostic Explanations论文代码。BSD-2

GitHub (👨‍💻 10 · 🔀 99 · 📋 70 - 27% open · ⏱️ 19.07.2022):
```
it clone https://github.com/marcotcr/anchor
```
PyPi (📥 1.2K / month):
```
ip install anchor_exp
```

LOFO (🥉15 · ⭐ 480) - Leave One Feature Out特征重要度。MIT

GitHub (👨‍💻 3 · 🔀 56 · 📦 19 · 📋 18 - 11% open · ⏱️ 27.04.2022):
```
it clone https://github.com/aerdem4/lofo-importance
```
PyPi (📥 310 / month):
```
ip install lofo-importance
```

contextual-ai (🥉13 · ⭐ 81 · 💤) - AI 模型可解释性工具。Apache-2

GitHub (👨‍💻 12 · 🔀 10 · 📋 12 - 8% open · ⏱️ 11.11.2021):
```
it clone https://github.com/SAP/contextual-ai
```
PyPi (📥 65 / month):
```
ip install contextual-ai
```

Attribution Priors (🥉11 · ⭐ 100 · 💀) - 训练可解释模型的工具。MIT

GitHub (👨‍💻 6 · 🔀 10 · 📦 3 · 📋 5 - 40% open · ⏱️ 19.03.2021):
```
it clone https://github.com/suinleelab/attributionpriors
```
PyPi (📥 18 / month):
```
ip install attributionpriors
```

bias-detector (🥉11 · ⭐ 40 · 💤) - Bias Detector是用于检测机器偏差的python软件包。MIT

GitHub (👨‍💻 4 · 🔀 11 · ⏱️ 20.12.2021):
```
it clone https://github.com/intuit/bias-detector
```
PyPi (📥 48 / month):
```
ip install bias-detector
```

向量相似度搜索（ANN）

用于近似最近邻居搜索和向量索引/相似性搜索的库。

🔗 ANN Benchmarks ( ⭐ 3K) - Benchmarks of approximate nearest neighbor libraries in Python.

Annoy (🥇31 · ⭐ 10K) - C++/Python中的近似最近邻居实现，并针对内存使用进行了优化。Apache-2

GitHub (👨‍💻 82 · 🔀 1K · 📦 2.2K · 📋 350 - 10% open · ⏱️ 08.08.2022):
```
it clone https://github.com/spotify/annoy
```
PyPi (📥 1.5M / month):
```
ip install annoy
```

Milvus (🥇29 · ⭐ 12K) - 一个开源的embedding嵌入向量相似度搜索引擎。Apache-2

GitHub (👨‍💻 220 · 🔀 1.4K · 📥 44K · 📋 5.7K - 4% open · ⏱️ 26.08.2022):
```
it clone https://github.com/milvus-io/milvus
```
PyPi (📥 130K / month):
```
ip install pymilvus
```
Docker Hub (📥 1.3M · ⭐ 21 · ⏱️ 26.08.2022):
```
ocker pull milvusdb/milvus
```

NMSLIB (🥈28 · ⭐ 2.8K) - 非度量空间库（NMSLIB）：一种有效的相似度搜索。Apache-2

GitHub (👨‍💻 48 · 🔀 400 · 📦 660 · 📋 400 - 14% open · ⏱️ 31.05.2022):
```
it clone https://github.com/nmslib/nmslib
```
PyPi (📥 120K / month):
```
ip install nmslib
```
Conda (📥 61K · ⏱️ 15.04.2022):
```
onda install -c conda-forge nmslib
```

PyNNDescent (🥈28 · ⭐ 660) - 适用于近似最近邻查找的Python库。BSD-2

GitHub (👨‍💻 21 · 🔀 88 · 📦 2K · 📋 110 - 47% open · ⏱️ 21.07.2022):
```
it clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 610K / month):
```
ip install pynndescent
```

Conda (📥 850K · ⏱️ 15.05.2022):

onda install -c conda-forge pynndescent

Faiss (🥈27 · ⭐ 18K) - 一个用于高效相似性搜索和密集向量聚类的库。MIT

GitHub (👨‍💻 100 · 🔀 2.6K · 📦 720 · 📋 1.9K - 11% open · ⏱️ 08.08.2022):
```
it clone https://github.com/facebookresearch/faiss
```
PyPi (📥 130K / month):
```
ip install pymilvus
```
Conda (📥 450K · ⏱️ 09.02.2022):
```
onda install -c conda-forge faiss
```

hnswlib (🥈27 · ⭐ 2.1K) - 仅标头的C++/python库，用于快速近似最近邻查找。Apache-2

GitHub (👨‍💻 56 · 🔀 380 · 📦 280 · 📋 250 - 50% open · ⏱️ 16.04.2022):
```
it clone https://github.com/nmslib/hnswlib
```
PyPi (📥 430K / month):
```
ip install hnswlib
```

Magnitude (🥉22 · ⭐ 1.5K · 💀) - 快速，高效的通用向量嵌入实用程序包。MIT

GitHub (👨‍💻 4 · 🔀 110 · 📦 240 · 📋 83 - 38% open · ⏱️ 17.07.2020):
```
it clone https://github.com/plasticityai/magnitude
```
PyPi (📥 3.1K / month):
```
ip install pymagnitude
```

NGT (🥉19 · ⭐ 930) - 最近邻搜索算法实现包。Apache-2

GitHub (👨‍💻 14 · 🔀 94 · 📋 100 - 11% open · ⏱️ 15.08.2022):
```
it clone https://github.com/yahoojapan/NGT
```
PyPi (📥 16K / month):
```
ip install ngt
```

NearPy (🥉19 · ⭐ 710 · 💀) - 用于快速（近似）最近邻搜索的Python框架。MIT

GitHub (👨‍💻 18 · 🔀 140 · 📦 70 · 📋 62 - 38% open · ⏱️ 21.10.2018):
```
it clone https://github.com/pixelogik/NearPy
```
PyPi (📥 1.3K / month):
```
ip install NearPy
```

N2 (🥉18 · ⭐ 520 · 💀) - TOROS N2-快速运行的轻量级近似最近邻库。Apache-2

GitHub (👨‍💻 18 · 🔀 64 · 📦 23 · 📋 33 - 33% open · ⏱️ 20.05.2021):
```
it clone https://github.com/kakao/n2
```
PyPi (📥 860 / month):
```
ip install n2
```

PySparNN (🥉11 · ⭐ 900 · 💀) - C++/Python中的近似最近邻居实现，并针对内存使用进行了优化。BSD-3

GitHub (👨‍💻 5 · 🔀 140 · 📋 29 - 51% open · ⏱️ 31.01.2018):
```
it clone https://github.com/facebookresearch/pysparnn
```

概率统计

提供概率编程/推理，贝叶斯推理，高斯过程或统计信息的功能的库。

Pyro (🥇30 · ⭐ 7.6K) - 使用Python和PyTorch进行深度通用概率编程。Apache-2

GitHub (👨‍💻 130 · 🔀 900 · 📦 820 · 📋 970 - 20% open · ⏱️ 05.08.2022):
```
it clone https://github.com/pyro-ppl/pyro
```
PyPi (📥 460K / month):
```
ip install pyro-ppl
```

GPyTorch (🥇29 · ⭐ 2.8K) - 高斯过程的高效和模块化实现。MIT

GitHub (👨‍💻 99 · 🔀 420 · 📦 680 · 📋 1.1K - 24% open · ⏱️ 24.08.2022):
```
it clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 260K / month):
```
ip install gpytorch
```

filterpy (🥇28 · ⭐ 2.4K) - Python卡尔曼过滤和最佳估计库。MIT

GitHub (👨‍💻 43 · 🔀 520 · 📦 1.6K · 📋 200 - 23% open · ⏱️ 22.08.2022):
```
it clone https://github.com/rlabbe/filterpy
```
PyPi (📥 760K / month):
```
ip install filterpy
```
Conda (📥 140K · ⏱️ 05.05.2020):
```
onda install -c conda-forge filterpy
```

GPflow (🥇28 · ⭐ 1.7K) - TensorFlow中的高斯过程。Apache-2

GitHub (👨‍💻 78 · 🔀 410 · 📦 390 · 📋 780 - 15% open · ⏱️ 17.08.2022):
```
it clone https://github.com/GPflow/GPflow
```
PyPi (📥 16K / month):
```
ip install gpflow
```
Conda (📥 15K · ⏱️ 24.05.2022):
```
onda install -c conda-forge gpflow
```

pingouin (🥈27 · ⭐ 1.2K) - 基于Pandas的Python统计软件包。❗️GPL-3.0

GitHub (👨‍💻 33 · 🔀 110 · 📦 680 · 📋 220 - 14% open · ⏱️ 18.07.2022):
```
it clone https://github.com/raphaelvallat/pingouin
```
PyPi (📥 59K / month):
```
ip install pingouin
```
Conda (📥 66K · ⏱️ 24.06.2022):
```
onda install -c conda-forge pingouin
```

patsy (🥈27 · ⭐ 850) - 使用符号公式描述Python中的统计模型。❗Unlicensed

GitHub (👨‍💻 17 · 🔀 88 · 📦 56K · 📋 130 - 46% open · ⏱️ 16.08.2022):
```
it clone https://github.com/pydata/patsy
```
PyPi (📥 7.5M / month):
```
ip install patsy
```
Conda (📥 5.5M · ⏱️ 26.09.2021):
```
onda install -c conda-forge patsy
```

PyMC3 (🥈26 · ⭐ 6.9K) - Python中的概率编程。❗Unlicensed

GitHub (👨‍💻 410 · 🔀 1.6K · 📥 1.9K · 📦 690 · 📋 2.8K - 6% open · ⏱️ 25.08.2022):
```
it clone https://github.com/pymc-devs/pymc3
```
PyPi (📥 410K / month):
```
ip install pymc3
```
Conda (📥 440K · ⏱️ 20.05.2022):
```
onda install -c conda-forge pymc3
```

pomegranate (🥈26 · ⭐ 2.9K) - 在Python中快速，灵活且易于使用的概率建模。MIT

GitHub (👨‍💻 66 · 🔀 530 · 📦 740 · 📋 670 - 8% open · ⏱️ 04.07.2022):
```
it clone https://github.com/jmschrei/pomegranate
```
PyPi (📥 53K / month):
```
ip install pomegranate
```

Conda (📥 95K · ⏱️ 16.11.2021):

onda install -c conda-forge pomegranate

hmmlearn (🥈26 · ⭐ 2.6K) - Python中的隐马尔可夫模型，具有类似于scikit-learn的API。BSD-3

GitHub (👨‍💻 41 · 🔀 660 · 📦 1.4K · 📋 390 - 13% open · ⏱️ 04.07.2022):
```
it clone https://github.com/hmmlearn/hmmlearn
```
PyPi (📥 110K / month):
```
ip install hmmlearn
```
Conda (📥 130K · ⏱️ 12.02.2022):
```
onda install -c conda-forge hmmlearn
```

pgmpy (🥉25 · ⭐ 2.1K) - 用于学习（结构和参数）和推理的Python库。MIT

GitHub (👨‍💻 110 · 🔀 630 · 📥 160 · 📦 400 · 📋 770 - 24% open · ⏱️ 22.08.2022):
```
it clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 57K / month):
```
ip install pgmpy
```

tensorflow-probability (🥉24 · ⭐ 3.8K) - 概率推理与统计分析。Apache-2

GitHub (👨‍💻 460 · 🔀 960 · 📋 1.2K - 42% open · ⏱️ 26.08.2022):
```
it clone https://github.com/tensorflow/probability
```
PyPi (📥 910K / month):
```
ip install tensorflow-probability
```

Conda (📥 70K · ⏱️ 08.08.2022):

onda install -c conda-forge tensorflow-probability

Edward (🥉23 · ⭐ 4.7K · 💀) - TensorFlow中的一种概率编程语言。❗Unlicensed

GitHub (👨‍💻 87 · 🔀 750 · 📥 15 · 📦 270 · 📋 510 - 36% open · ⏱️ 25.07.2018):
```
it clone https://github.com/blei-lab/edward
```
PyPi (📥 1.3K / month):
```
ip install edward
```

Orbit (🥉21 · ⭐ 1.5K) - 用于贝叶斯预测的Python软件包，具有面向对象的设计。❗Unlicensed

GitHub (👨‍💻 18 · 🔀 110 · 📦 9 · 📋 370 - 12% open · ⏱️ 17.08.2022):
```
it clone https://github.com/uber/orbit
```
PyPi (📥 300K / month):
```
ip install orbit-ml
```

bambi (🥉20 · ⭐ 820) - Python中的贝叶斯模型构建接口（Bambi）。MIT

GitHub (👨‍💻 26 · 🔀 89 · 📦 32 · 📋 270 - 18% open · ⏱️ 21.08.2022):
```
it clone https://github.com/bambinos/bambi
```
PyPi (📥 6.7K / month):
```
ip install bambi
```

SALib (🥉20 · ⭐ 620) - Python（Numpy）中的灵敏度分析库。MIT

GitHub (👨‍💻 37 · 🔀 190 · 📋 280 - 15% open · ⏱️ 21.08.2022):
```
it clone https://github.com/SALib/SALib
```
PyPi (📥 160K / month):
```
ip install salib
```
Conda (📥 90K · ⏱️ 04.09.2021):
```
onda install -c conda-forge salib
```

scikit-posthocs (🥉20 · ⭐ 250) - Python中的多个成对比较（Post Hoc）测试。MIT

GitHub (👨‍💻 10 · 🔀 28 · 📥 25 · 📋 47 - 12% open · ⏱️ 21.08.2022):
```
it clone https://github.com/maximtrp/scikit-posthocs
```
PyPi (📥 40K / month):
```
ip install scikit-posthocs
```

Funsor (🥉19 · ⭐ 200) - 用于概率编程的函数张量。Apache-2

GitHub (👨‍💻 10 · 🔀 17 · 📦 32 · 📋 140 - 47% open · ⏱️ 08.04.2022):
```
it clone https://github.com/pyro-ppl/funsor
```
PyPi (📥 1.2K / month):
```
ip install funsor
```

Baal (🥉18 · ⭐ 630) - 在深度网络中使用近似贝叶斯后验进行主动学习。Apache-2

GitHub (👨‍💻 16 · 🔀 60 · 📋 84 - 27% open · ⏱️ 22.08.2022):
```
it clone https://github.com/ElementAI/baal
```
PyPi (📥 740 / month):
```
ip install baal
```

PyStan (🥉18 · ⭐ 200) - PyStan是Stan的Python接口。ISC

GitHub (👨‍💻 10 · 🔀 39 · 📋 180 - 2% open · ⏱️ 07.07.2022):
```
it clone https://github.com/stan-dev/pystan
```
PyPi (📥 2.8M / month):
```
ip install pystan
```
Conda (📥 1.6M · ⏱️ 25.07.2022):
```
onda install -c conda-forge pystan
```

pyhsmm (🥉17 · ⭐ 520 · 💀) - HSMM和HMM中的贝叶斯推断。MIT

GitHub (👨‍💻 13 · 🔀 160 · 📦 25 · 📋 96 - 37% open · ⏱️ 24.08.2020):
```
it clone https://github.com/mattjj/pyhsmm
```
PyPi (📥 85 / month):
```
ip install pyhsmm
```

ZhuSuan (🥉14 · ⭐ 2.1K · 💀) - TensorFlow中的一种概率编程语言。MIT

GitHub (👨‍💻 20 · 🔀 400 · 📋 60 - 11% open · ⏱️ 05.08.2019):
```
it clone https://github.com/thu-ml/zhusuan
```

对抗学习与鲁棒性

用于测试机器学习模型抵抗攻击性/恶意示例的鲁棒性的库。

Foolbox (🥇27 · ⭐ 2.3K) - 一个Python工具箱，用于创建欺骗神经网络的对抗示例。MIT

GitHub (👨‍💻 32 · 🔀 400 · 📦 320 · 📋 350 - 5% open · ⏱️ 25.05.2022):
```
it clone https://github.com/bethgelab/foolbox
```
PyPi (📥 5.4K / month):
```
ip install foolbox
```

CleverHans (🥈26 · ⭐ 5.6K · 💤) - 一个用于构造攻击的对抗性示例库。MIT

GitHub (👨‍💻 130 · 🔀 1.3K · 📦 350 · 📋 450 - 5% open · ⏱️ 23.09.2021):
```
it clone https://github.com/cleverhans-lab/cleverhans
```
PyPi (📥 1.3K / month):
```
ip install cleverhans
```

TextAttack (🥈26 · ⭐ 2.1K) - TextAttack是用于对抗攻击，数据的Python框架。MIT

GitHub (👨‍💻 53 · 🔀 250 · 📦 93 · 📋 220 - 9% open · ⏱️ 14.08.2022):
```
it clone https://github.com/QData/TextAttack
```
PyPi (📥 6.6K / month):
```
ip install textattack
```

ART (🥉24 · ⭐ 3.2K) - 对抗性鲁棒性工具箱（ART）- 用于机器学习的Python库。MIT

GitHub (👨‍💻 110 · 🔀 850 · 📦 250 · 📋 710 - 12% open · ⏱️ 25.08.2022):
```
it clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```

PyPi (📥 5.6K / month):

ip install adversarial-robustness-toolbox

advertorch (🥉18 · ⭐ 1.1K) - 对抗性鲁棒性研究的工具箱。❗️GPL-3.0

GitHub (👨‍💻 21 · 🔀 170 · 📦 85 · 📋 52 - 34% open · ⏱️ 29.05.2022):
```
it clone https://github.com/BorealisAI/advertorch
```
PyPi (📥 340 / month):
```
ip install advertorch
```

robustness (🥉17 · ⭐ 720) - 一个用于实验，训练和评估神经网络的库。MIT

GitHub (👨‍💻 13 · 🔀 140 · 📦 81 · 📋 75 - 25% open · ⏱️ 14.02.2022):
```
it clone https://github.com/MadryLab/robustness
```
PyPi (📥 640 / month):
```
ip install robustness
```

AdvBox (🥉15 · ⭐ 1.2K) - Advbox是一个工具箱，用于生成对抗示例。Apache-2

GitHub (👨‍💻 19 · 🔀 240 · 📋 38 - 21% open · ⏱️ 08.08.2022):
```
it clone https://github.com/advboxes/AdvBox
```
PyPi (📥 17 / month):
```
ip install advbox
```

GPU实用程序

需要并利用CUDA / GPU系统功能来优化数据处理和机器学习任务的库。

CuPy (🥇32 · ⭐ 6.3K) - CUDA加速了与NumPy兼容的数组库。MIT

GitHub (👨‍💻 310 · 🔀 590 · 📥 42K · 📦 1.2K · 📋 1.8K - 21% open · ⏱️ 23.08.2022):
```
it clone https://github.com/cupy/cupy
```
PyPi (📥 20K / month):
```
ip install cupy
```
Conda (📥 1.8M · ⏱️ 29.07.2022):
```
onda install -c conda-forge cupy
```
Docker Hub (📥 55K · ⭐ 8 · ⏱️ 28.07.2022):
```
ocker pull cupy/cupy
```

gpustat (🥇28 · ⭐ 3K) - 一个简单的命令行实用程序，用于查询和监控GPU状态。MIT

GitHub (👨‍💻 14 · 🔀 220 · 📦 2.1K · 📋 86 - 22% open · ⏱️ 09.08.2022):
```
it clone https://github.com/wookayin/gpustat
```
PyPi (📥 820K / month):
```
ip install gpustat
```
Conda (📥 140K · ⏱️ 24.11.2020):
```
onda install -c conda-forge gpustat
```

ArrayFire (🥈25 · ⭐ 3.9K) - ArrayFire：通用GPU库。BSD-3

GitHub (👨‍💻 81 · 🔀 490 · 📥 2.7K · 📋 1.5K - 16% open · ⏱️ 09.07.2022):
```
it clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 130K / month):
```
ip install arrayfire
```

GPUtil (🥈25 · ⭐ 900 · 💀) - 一个Python模块，用于从NVIDA GPU获取GPU状态。MIT

GitHub (👨‍💻 13 · 🔀 98 · 📦 2.3K · 📋 26 - 46% open · ⏱️ 16.08.2019):
```
it clone https://github.com/anderskm/gputil
```
PyPi (📥 480K / month):
```
ip install gputil
```

Apex (🥈24 · ⭐ 6.6K) - PyTorch扩展：易于实现混合精度和分布式的工具。BSD-3

GitHub (👨‍💻 100 · 🔀 1K · 📦 1.2K · 📋 1K - 53% open · ⏱️ 25.08.2022):
```
it clone https://github.com/NVIDIA/apex
```

Conda (📥 100K · ⏱️ 06.04.2022):

onda install -c conda-forge nvidia-apex

py3nvml (🥈23 · ⭐ 210) - NVML库的Python3接口。在内部获取NVIDIA GPU状态。BSD-3

GitHub (👨‍💻 9 · 🔀 30 · 📦 510 · 📋 13 - 7% open · ⏱️ 14.04.2022):
```
it clone https://github.com/fbcotter/py3nvml
```
PyPi (📥 110K / month):
```
ip install py3nvml
```
Conda (📥 31K · ⏱️ 20.06.2022):
```
onda install -c conda-forge py3nvml
```

PyCUDA (🥈22 · ⭐ 1.4K) - 适用于Python的CUDA集成，有着出色的功能。❗Unlicensed

GitHub (👨‍💻 76 · 🔀 250 · 📦 1.5K · 📋 220 - 27% open · ⏱️ 16.08.2022):
```
it clone https://github.com/inducer/pycuda
```
PyPi (📥 35K / month):
```
ip install pycuda
```

cuDF (🥉20 · ⭐ 4.9K) - cuDF-GPU DataFrame库。Apache-2

GitHub (👨‍💻 250 · 🔀 630 · 📋 4.8K - 12% open · ⏱️ 26.08.2022):
```
it clone https://github.com/rapidsai/cudf
```
PyPi (📥 1.8K / month):
```
ip install cudf
```

scikit-cuda (🥉20 · ⭐ 910) - GPU工具库的python接口。❗Unlicensed

GitHub (👨‍💻 46 · 🔀 170 · 📦 200 · 📋 220 - 22% open · ⏱️ 31.03.2022):
```
it clone https://github.com/lebedov/scikit-cuda
```
PyPi (📥 490 / month):
```
ip install scikit-cuda
```

cuML (🥉19 · ⭐ 2.9K) - cuML-RAPIDS机器学习库。Apache-2

GitHub (👨‍💻 160 · 🔀 420 · 📋 2.1K - 32% open · ⏱️ 25.08.2022):
```
it clone https://github.com/rapidsai/cuml
```
PyPi (📥 940 / month):
```
ip install cuml
```

Vulkan Kompute (🥉18 · ⭐ 920) - 适用于跨供应商的通用GPU计算框架。Apache-2

GitHub (👨‍💻 19 · 🔀 64 · 📥 170 · 📦 4 · 📋 180 - 32% open · ⏱️ 21.06.2022):
```
it clone https://github.com/EthicalML/vulkan-kompute
```
PyPi (📥 87 / month):
```
ip install kp
```

DALI (🥉17 · ⭐ 4K) - GPU加速的库，其中包含高度优化的构建块。Apache-2

GitHub (👨‍💻 77 · 🔀 500 · 📋 1.2K - 15% open · ⏱️ 25.08.2022):
```
it clone https://github.com/NVIDIA/DALI
```

nvidia-ml-py3 (🥉17 · ⭐ 86 · 💀) - NVIDIA Management Library的Python3接口。❗Unlicensed

GitHub (👨‍💻 2 · 🔀 18 · 📦 6.2K · ⏱️ 06.03.2019):
```
it clone https://github.com/nicolargo/nvidia-ml-py3
```
PyPi (📥 970K / month):
```
ip install nvidia-ml-py3
```

cuGraph (🥉16 · ⭐ 1.1K) - cuGraph-RAPIDS图形分析库。Apache-2

GitHub (👨‍💻 90 · 🔀 210 · 📋 990 - 20% open · ⏱️ 25.08.2022):
```
it clone https://github.com/rapidsai/cugraph
```
PyPi (📥 100 / month):
```
ip install cugraph
```

BlazingSQL (🥉15 · ⭐ 1.8K · 💤) - BlazingSQL是一种用于GPU的轻量级，GPU加速的引擎。Apache-2

GitHub (👨‍💻 49 · 🔀 170 · 📋 710 - 17% open · ⏱️ 30.09.2021):
```
it clone https://github.com/BlazingDB/blazingsql
```

Conda (📥 950 · ⏱️ 11.11.2019):

onda install -c blazingsql blazingsql-protocol

SpeedTorch (🥉14 · ⭐ 660 · 💀) - 用于更快的Pytorch中CPU-GPU传输的工具库。MIT

GitHub (👨‍💻 3 · 🔀 39 · 📦 4 · 📋 6 - 66% open · ⏱️ 21.02.2020):
```
it clone https://github.com/Santosh-Gupta/SpeedTorch
```
PyPi (📥 22 / month):
```
ip install SpeedTorch
```

cuSignal (🥉14 · ⭐ 610) - GPU加速信号处理。Apache-2

GitHub (👨‍💻 39 · 🔀 96 · 📋 140 - 11% open · ⏱️ 10.08.2022):
```
it clone https://github.com/rapidsai/cusignal
```

ipyexperiments (🥉11 · ⭐ 150 · 💤) - jupyter/ipython实验容器。❗Unlicensed

GitHub (👨‍💻 3 · 🔀 11 · 📦 6 · ⏱️ 07.12.2021):
```
it clone https://github.com/stas00/ipyexperiments
```
PyPi (📥 100 / month):
```
ip install ipyexperiments
```

Tensorflow实用程序

TensorFlow的拓展工具库。

TF Addons (🥇33 · ⭐ 1.6K) - 由TensorFlow 2.x维护的有用额外功能。Apache-2

GitHub (👨‍💻 200 · 🔀 530 · 📦 7.2K · 📋 920 - 21% open · ⏱️ 24.08.2022):
```
it clone https://github.com/tensorflow/addons
```
PyPi (📥 2.2M / month):
```
ip install tensorflow-addons
```

tensor2tensor (🥇31 · ⭐ 13K) - 设计深度学习模型和数据集的库。Apache-2

GitHub (👨‍💻 240 · 🔀 3K · 📦 1.2K · 📋 1.2K - 45% open · ⏱️ 09.08.2022):
```
it clone https://github.com/tensorflow/tensor2tensor
```
PyPi (📥 8.9K / month):
```
ip install tensor2tensor
```

tensorflow-hub (🥇31 · ⭐ 3.2K) - 通过重用部分库来进行迁移学习的库。Apache-2

GitHub (👨‍💻 94 · 🔀 1.6K · 📦 13K · 📋 650 - 2% open · ⏱️ 23.08.2022):
```
it clone https://github.com/tensorflow/hub
```
PyPi (📥 3.3M / month):
```
ip install tensorflow-hub
```

Conda (📥 67K · ⏱️ 18.04.2021):

onda install -c conda-forge tensorflow-hub

TensorFlow Transform (🥈30 · ⭐ 930 · 📈) - 输入管道框架。Apache-2

GitHub (👨‍💻 27 · 🔀 190 · 📦 1K · 📋 190 - 17% open · ⏱️ 25.08.2022):
```
it clone https://github.com/tensorflow/transform
```
PyPi (📥 3.3M / month):
```
ip install tensorflow-transform
```

TF Model Optimization (🥈29 · ⭐ 1.3K) - 用于优化ML模型以进行部署的工具包。Apache-2

GitHub (👨‍💻 71 · 🔀 280 · 📦 2K · 📋 300 - 48% open · ⏱️ 23.08.2022):
```
it clone https://github.com/tensorflow/model-optimization
```

PyPi (📥 140K / month):

ip install tensorflow-model-optimization

Neural Structured Learning (🥉26 · ⭐ 930) - 用结构化信号训练神经模型。Apache-2

GitHub (👨‍💻 34 · 🔀 170 · 📦 260 · 📋 65 - 3% open · ⏱️ 19.08.2022):
```
it clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (📥 16K / month):
```
ip install neural-structured-learning
```

TensorFlow I/O (🥉25 · ⭐ 570) - Dataset, streaming, and file system extensions.. Apache-2

GitHub (👨‍💻 94 · 🔀 210 · 📋 530 - 36% open · ⏱️ 18.08.2022):
```
it clone https://github.com/tensorflow/io
```
PyPi (📥 440K / month):
```
ip install tensorflow-io
```

efficientnet (🥉24 · ⭐ 2K · 💀) - EfficientNet模型的实现。Apache-2

GitHub (👨‍💻 10 · 🔀 450 · 📥 240K · 📦 1.1K · 📋 110 - 48% open · ⏱️ 16.07.2021):
```
it clone https://github.com/qubvel/efficientnet
```
PyPi (📥 53K / month):
```
ip install efficientnet
```

TensorFlow Cloud (🥉23 · ⭐ 330) - TensorFlow Cloud存储库提供的API。Apache-2

GitHub (👨‍💻 27 · 🔀 71 · 📦 170 · 📋 82 - 68% open · ⏱️ 24.03.2022):
```
it clone https://github.com/tensorflow/cloud
```
PyPi (📥 150K / month):
```
ip install tensorflow-cloud
```

TensorNets (🥉20 · ⭐ 1K · 💀) - 具有预先训练的权重的高级网络定义。MIT

GitHub (👨‍💻 6 · 🔀 180 · 📦 52 · 📋 58 - 27% open · ⏱️ 02.01.2021):
```
it clone https://github.com/taehoonlee/tensornets
```
PyPi (📥 150 / month):
```
ip install tensornets
```

TF Compression (🥉19 · ⭐ 640) - TensorFlow中的数据压缩。Apache-2

GitHub (👨‍💻 16 · 🔀 210 · 📋 87 - 2% open · ⏱️ 25.08.2022):
```
it clone https://github.com/tensorflow/compression
```
PyPi (📥 1K / month):
```
ip install tensorflow-compression
```

Saliency (🥉17 · ⭐ 810) - 与框架无关的实现，可实现最新的显着性。Apache-2

GitHub (👨‍💻 15 · 🔀 170 · 📦 41 · ⏱️ 13.05.2022):
```
it clone https://github.com/PAIR-code/saliency
```
PyPi (📥 1.3K / month):
```
ip install saliency
```

tffm (🥉17 · ⭐ 780 · 💤) - 任意阶乘分解机的TensorFlow实现。MIT

GitHub (👨‍💻 10 · 🔀 180 · 📦 11 · 📋 40 - 45% open · ⏱️ 17.01.2022):
```
it clone https://github.com/geffy/tffm
```
PyPi (📥 1.5K / month):
```
ip install tffm
```

Sklearn实用程序

scikit-learn的拓展工具库。

imbalanced-learn (🥇32 · ⭐ 6K) - 一个解决不平衡类别数据建模的Python程序包。MIT

GitHub (👨‍💻 63 · 🔀 1.1K · 📦 12K · 📋 510 - 8% open · ⏱️ 16.05.2022):
```
it clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (📥 3.2M / month):
```
ip install imbalanced-learn
```

Conda (📥 250K · ⏱️ 16.05.2022):

onda install -c conda-forge imbalanced-learn

MLxtend (🥇30 · ⭐ 4.1K) - 用于Python数据的扩展和帮助程序模块库。❗Unlicensed

GitHub (👨‍💻 90 · 🔀 760 · 📦 6.6K · 📋 420 - 25% open · ⏱️ 10.08.2022):
```
it clone https://github.com/rasbt/mlxtend
```
PyPi (📥 1.4M / month):
```
ip install mlxtend
```
Conda (📥 220K · ⏱️ 27.05.2022):
```
onda install -c conda-forge mlxtend
```

category_encoders (🥇30 · ⭐ 2K) - A library of sklearn compatible categorical variable.. BSD-3

GitHub (👨‍💻 52 · 🔀 360 · 📦 3.8K · 📋 250 - 25% open · ⏱️ 02.06.2022):
```
it clone https://github.com/scikit-learn-contrib/category_encoders
```
PyPi (📥 950K / month):
```
ip install category_encoders
```

Conda (📥 180K · ⏱️ 02.06.2022):

onda install -c conda-forge category_encoders

fancyimpute (🥈25 · ⭐ 1.1K · 💤) - 多元插补和矩阵补全算法。Apache-2

GitHub (👨‍💻 12 · 🔀 160 · 📦 1.2K · 📋 110 - 1% open · ⏱️ 21.10.2021):
```
it clone https://github.com/iskandr/fancyimpute
```
PyPi (📥 16K / month):
```
ip install fancyimpute
```

scikit-multilearn (🥈24 · ⭐ 770) - 基于scikit-learn的多标签等模块。BSD-2

GitHub (👨‍💻 17 · 🔀 140 · 📦 820 · 📋 180 - 46% open · ⏱️ 09.07.2022):
```
it clone https://github.com/scikit-multilearn/scikit-multilearn
```
PyPi (📥 87K / month):
```
ip install scikit-multilearn
```

scikit-opt (🥈23 · ⭐ 3.5K) - 遗传算法，粒子群优化等实现。MIT

GitHub (👨‍💻 16 · 🔀 800 · 📦 83 · 📋 150 - 30% open · ⏱️ 15.07.2022):
```
it clone https://github.com/guofei9987/scikit-opt
```
PyPi (📥 1.6K / month):
```
ip install scikit-opt
```

scikit-lego (🥈22 · ⭐ 880) - scikit学习管道的额外块。MIT

GitHub (👨‍💻 52 · 🔀 90 · 📦 59 · 📋 240 - 9% open · ⏱️ 18.08.2022):
```
it clone https://github.com/koaning/scikit-lego
```
PyPi (📥 23K / month):
```
ip install scikit-lego
```

Conda (📥 23K · ⏱️ 06.06.2022):

onda install -c conda-forge scikit-lego

iterative-stratification (🥈22 · ⭐ 710) - scikit-learn交叉验证器。BSD-3

GitHub (👨‍💻 7 · 🔀 64 · 📦 220 · 📋 20 - 5% open · ⏱️ 06.06.2022):
```
it clone https://github.com/trent-b/iterative-stratification
```
PyPi (📥 35K / month):
```
ip install iterative-stratification
```

sklearn-crfsuite (🥈22 · ⭐ 410 · 💀) - 用于CRFsuite的scikit-learn启发式API。❗Unlicensed

GitHub (👨‍💻 6 · 🔀 190 · 📦 4K · 📋 56 - 58% open · ⏱️ 05.12.2019):
```
it clone https://github.com/TeamHG-Memex/sklearn-crfsuite
```
PyPi (📥 200K / month):
```
ip install sklearn-crfsuite
```

combo (🥉20 · ⭐ 590) - （AAAI'20）用于机器学习模型的Python工具箱。BSD-2 xgboost

GitHub (👨‍💻 2 · 🔀 100 · 📦 480 · 📋 13 - 76% open · ⏱️ 07.07.2022):
```
it clone https://github.com/yzhao062/combo
```
PyPi (📥 35K / month):
```
ip install combo
```

skope-rules (🥉20 · ⭐ 480 · 💀) - 使用Python中的逻辑规则进行机器学习。❗Unlicensed

GitHub (👨‍💻 18 · 🔀 79 · 📦 130 · 📋 31 - 80% open · ⏱️ 23.10.2020):
```
it clone https://github.com/scikit-learn-contrib/skope-rules
```
PyPi (📥 96K / month):
```
ip install skope-rules
```

sklearn-contrib-lightning (🥉19 · ⭐ 1.6K · 💤) - 大规模线性分类，回归分析等。❗Unlicensed

GitHub (👨‍💻 17 · 🔀 180 · 📥 230 · 📦 100 · 📋 88 - 52% open · ⏱️ 30.01.2022):
```
it clone https://github.com/scikit-learn-contrib/lightning
```
PyPi (📥 1.7K / month):
```
ip install sklearn-contrib-lightning
```

Conda (📥 170K · ⏱️ 13.11.2021):

onda install -c conda-forge sklearn-contrib-lightning

DESlib (🥉17 · ⭐ 420) - 一个用于动态分类器和集成选择的Python库。BSD-3

GitHub (👨‍💻 14 · 🔀 63 · 📦 29 · 📋 150 - 10% open · ⏱️ 07.06.2022):
```
it clone https://github.com/scikit-learn-contrib/DESlib
```
PyPi (📥 340 / month):
```
ip install deslib
```

celer (🥉17 · ⭐ 160) - L1型问题的快速求解器：Lasso，稀疏Logisitic回归等BSD-3

GitHub (👨‍💻 11 · 🔀 25 · 📦 13 · 📋 90 - 20% open · ⏱️ 23.08.2022):
```
it clone https://github.com/mathurinm/celer
```
PyPi (📥 620 / month):
```
ip install celer
```

scikit-tda (🥉16 · ⭐ 360) - Python的拓扑数据分析。❗Unlicensed

GitHub (👨‍💻 4 · 🔀 44 · 📦 33 · 📋 19 - 78% open · ⏱️ 13.03.2022):
```
it clone https://github.com/scikit-tda/scikit-tda
```
PyPi (📥 1.6K / month):
```
ip install scikit-tda
```

skggm (🥉16 · ⭐ 210) - 通用图形模型的Scikit学习兼容估计。MIT

GitHub (👨‍💻 6 · 🔀 36 · 📦 8 · 📋 75 - 37% open · ⏱️ 11.03.2022):
```
it clone https://github.com/skggm/skggm
```
PyPi (📥 61 / month):
```
ip install skggm
```

dabl (🥉13 · ⭐ 120 · 💀) - 数据分析基准库。BSD-3

GitHub (👨‍💻 21 · 🔀 10 · ⏱️ 09.07.2021):
```
it clone https://github.com/amueller/dabl
```
PyPi (📥 2.1K / month):
```
ip install dabl
```

Pytorch实用程序

Pytorch的拓展工具库。

PML (🥇28 · ⭐ 4.7K) - 在应用程序中使用深度度量学习的最简单方法。MIT

GitHub (👨‍💻 27 · 🔀 560 · 📦 320 · 📋 380 - 13% open · ⏱️ 13.08.2022):
```
it clone https://github.com/KevinMusgrave/pytorch-metric-learning
```
PyPi (📥 90K / month):
```
ip install pytorch-metric-learning
```

Conda (📥 8K · ⏱️ 03.08.2022):

onda install -c metric-learning pytorch-metric-learning

pretrainedmodels (🥇27 · ⭐ 8.6K · 💀) - pytorch预训练的ConvNets：NASNet，ResNeXt等BSD-3

GitHub (👨‍💻 22 · 🔀 1.8K · 📦 1.8K · 📋 180 - 46% open · ⏱️ 16.04.2020):
```
it clone https://github.com/Cadene/pretrained-models.pytorch
```
PyPi (📥 170K / month):
```
ip install pretrainedmodels
```

pytorch-optimizer (🥇26 · ⭐ 2.5K · 💤) - torch-optimizer - pytorch的优化器集合。Apache-2

GitHub (👨‍💻 25 · 🔀 240 · 📦 670 · 📋 50 - 42% open · ⏱️ 11.11.2021):
```
it clone https://github.com/jettify/pytorch-optimizer
```
PyPi (📥 48K / month):
```
ip install torch_optimizer
```

pytorch-summary (🥈25 · ⭐ 3.6K · 💀) - PyTorch中的模型摘要类似于`model.summary（）`。MIT

GitHub (👨‍💻 11 · 🔀 400 · 📦 5.7K · 📋 140 - 69% open · ⏱️ 10.05.2021):
```
it clone https://github.com/sksq96/pytorch-summary
```
PyPi (📥 100K / month):
```
ip install torchsummary
```

torchdiffeq (🥈24 · ⭐ 4.2K) - 具有完整GPU支持的可微分ODE求解器。MIT

GitHub (👨‍💻 21 · 🔀 720 · 📦 300 · 📋 180 - 21% open · ⏱️ 10.08.2022):
```
it clone https://github.com/rtqichen/torchdiffeq
```
PyPi (📥 25K / month):
```
ip install torchdiffeq
```

SRU (🥈22 · ⭐ 2.1K · 💀) - 与CNN一样快地训练RNN（https://arxiv.org/abs/1709.02755）。MIT

GitHub (👨‍💻 21 · 🔀 300 · 📦 18 · 📋 130 - 46% open · ⏱️ 19.05.2021):
```
it clone https://github.com/asappresearch/sru
```
PyPi (📥 2.7K / month):
```
ip install sru
```

EfficientNet-PyTorch (🥈21 · ⭐ 7.1K · 💀) - EfficientNet等模型的PyTorch实现Apache-2

GitHub (👨‍💻 24 · 🔀 1.4K · 📥 1.9M · 📋 280 - 50% open · ⏱️ 15.04.2021):
```
it clone https://github.com/lukemelas/EfficientNet-PyTorch
```
PyPi (📥 100K / month):
```
ip install efficientnet-pytorch
```

TabNet (🥈21 · ⭐ 1.8K) - Efficient Neural Architecture Search的Pytorch实现。MIT

GitHub (👨‍💻 19 · 🔀 370 · 📋 230 - 7% open · ⏱️ 27.06.2022):
```
it clone https://github.com/dreamquark-ai/tabnet
```
PyPi (📥 20K / month):
```
ip install pytorch-tabnet
```

EfficientNets (🥈21 · ⭐ 1.5K · 💀) - 预训练的EfficientNet，EfficientNet-Lite，MixNet等Apache-2

GitHub (👨‍💻 5 · 🔀 200 · 📦 120 · 📋 54 - 5% open · ⏱️ 08.07.2021):
```
it clone https://github.com/rwightman/gen-efficientnet-pytorch
```
PyPi (📥 15K / month):
```
ip install geffnet
```

Pytorch Toolbelt (🥈21 · ⭐ 1.3K) - PyTorch扩展用于快速研发原型和Kaggle实验。MIT

GitHub (👨‍💻 7 · 🔀 100 · 📋 24 - 8% open · ⏱️ 20.08.2022):
```
it clone https://github.com/BloodAxe/pytorch-toolbelt
```
PyPi (📥 15K / month):
```
ip install pytorch_toolbelt
```

PyTorch Sparse (🥈21 · ⭐ 710) - 优化图聚类的PyTorch扩展库MIT

GitHub (👨‍💻 32 · 🔀 100 · 📋 200 - 13% open · ⏱️ 22.08.2022):
```
it clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (📥 27K / month):
```
ip install torch-sparse
```

reformer-pytorch (🥉20 · ⭐ 1.8K) - Reformer，Pytorch中高效的transformer实现。MIT

GitHub (👨‍💻 11 · 🔀 240 · 📋 120 - 11% open · ⏱️ 24.06.2022):
```
it clone https://github.com/lucidrains/reformer-pytorch
```
PyPi (📥 1.9K / month):
```
ip install reformer-pytorch
```

Torchmeta (🥉20 · ⭐ 1.7K · 💤) - 少量学习的扩展程序和数据加载器的集合。MIT

GitHub (👨‍💻 12 · 🔀 220 · 📦 97 · 📋 130 - 32% open · ⏱️ 20.09.2021):
```
it clone https://github.com/tristandeleu/pytorch-meta
```
PyPi (📥 1.4K / month):
```
ip install torchmeta
```

torch-scatter (🥉20 · ⭐ 1.1K) - 优化图聚类的PyTorch扩展库MIT

GitHub (👨‍💻 22 · 🔀 120 · 📋 270 - 6% open · ⏱️ 18.08.2022):
```
it clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (📥 30K / month):
```
ip install torch-scatter
```

Performer Pytorch (🥉20 · ⭐ 860) - Performer的实现。MIT

GitHub (👨‍💻 6 · 🔀 120 · 📦 49 · 📋 78 - 44% open · ⏱️ 02.02.2022):
```
it clone https://github.com/lucidrains/performer-pytorch
```
PyPi (📥 75K / month):
```
ip install performer-pytorch
```

Poutyne (🥉20 · ⭐ 530) - PyTorch的简化框架和实用程序。❗️LGPL-3.0

GitHub (👨‍💻 18 · 🔀 62 · 📦 91 · 📋 53 - 15% open · ⏱️ 16.07.2022):
```
it clone https://github.com/GRAAL-Research/poutyne
```
PyPi (📥 5.3K / month):
```
ip install poutyne
```

AdaBound (🥉19 · ⭐ 2.9K · 💀) - 训练速度与Adam一样快且与SGD一样好的优化器。Apache-2

GitHub (👨‍💻 2 · 🔀 320 · 📦 140 · 📋 25 - 72% open · ⏱️ 06.03.2019):
```
it clone https://github.com/Luolc/AdaBound
```
PyPi (📥 1.4K / month):
```
ip install adabound
```

Antialiased CNNs (🥉19 · ⭐ 1.6K · 💤) - pip安装antialiased-cnns以提高稳定性等。❗️CC BY-NC-SA 4.0

GitHub (👨‍💻 6 · 🔀 200 · 📦 29 · 📋 44 - 29% open · ⏱️ 29.09.2021):
```
it clone https://github.com/adobe/antialiased-cnns
```
PyPi (📥 1.5K / month):
```
ip install antialiased-cnns
```

Higher (🥉19 · ⭐ 1.4K · 💤) - Higher是一个pytorch库，允许用户在跨训练循环而不是单个训练步骤的损失上获得更高阶的梯度。Apache-2

GitHub (👨‍💻 9 · 🔀 100 · 📦 160 · 📋 100 - 50% open · ⏱️ 26.10.2021):
```
it clone https://github.com/facebookresearch/higher
```
PyPi (📥 110K / month):
```
ip install higher
```

tinygrad (🥉17 · ⭐ 6.5K) - You like pytorch? You like micrograd? You love tinygrad!. MIT

GitHub (👨‍💻 62 · 🔀 650 · 📦 3 · 📋 110 - 14% open · ⏱️ 23.08.2022):
```
it clone https://github.com/geohot/tinygrad
```

Tensor Sensor (🥉17 · ⭐ 650) - 该库的目标是为numpy/pytorch矩阵代数表达式生成更有用的异常消息。MIT

GitHub (👨‍💻 4 · 🔀 34 · 📦 7 · 📋 23 - 34% open · ⏱️ 07.04.2022):
```
it clone https://github.com/parrt/tensor-sensor
```
PyPi (📥 1.8K / month):
```
ip install tensor-sensor
```

micrograd (🥉16 · ⭐ 2.4K · 💀) - 一个微型的标量值autograd引擎和一个神经网络库。MIT

GitHub (👨‍💻 2 · 🔀 210 · 📦 7 · 📋 5 - 40% open · ⏱️ 18.04.2020):
```
it clone https://github.com/karpathy/micrograd
```
PyPi (📥 360 / month):
```
ip install micrograd
```

Lambda Networks (🥉16 · ⭐ 1.5K · 💀) - LambdaNetworks的实现。MIT

GitHub (👨‍💻 3 · 🔀 160 · 📦 6 · 📋 28 - 46% open · ⏱️ 18.11.2020):
```
it clone https://github.com/lucidrains/lambda-networks
```
PyPi (📥 45 / month):
```
ip install lambda-networks
```

Tez (🥉16 · ⭐ 1.1K) - Tez是用于PyTorch的超级简单且轻巧的Trainer。Apache-2

GitHub (👨‍💻 2 · 🔀 140 · 📦 33 · 📋 37 - 54% open · ⏱️ 10.08.2022):
```
it clone https://github.com/abhishekkrthakur/tez
```
PyPi (📥 1.8K / month):
```
ip install tez
```

torchsde (🥉16 · ⭐ 1K · 💀) - 具有GPU支持且高效的可微分SDE求解器。Apache-2

GitHub (👨‍💻 5 · 🔀 110 · 📦 19 · 📋 50 - 18% open · ⏱️ 26.07.2021):
```
it clone https://github.com/google-research/torchsde
```

Pywick (🥉14 · ⭐ 370 · 💤) - 更高层次的pytorch神经网络训练库。❗Unlicensed

GitHub (👨‍💻 4 · 🔀 39 · 📦 7 · 📋 14 - 7% open · ⏱️ 22.10.2021):
```
it clone https://github.com/achaiah/pywick
```
PyPi (📥 36 / month):
```
ip install pywick
```

Torch-Struct (🥉13 · ⭐ 1K · 💤) - 快速，通用和经过测试的微分结构化预测。MIT

GitHub (👨‍💻 16 · 🔀 83 · 📋 54 - 44% open · ⏱️ 30.01.2022):
```
it clone https://github.com/harvardnlp/pytorch-struct
```

数据库客户端

用于连接，操作和查询数据库的库。

🔗 Python DB Clients ( ⭐ 7 · 💤) - Collection of database clients for python.

中文自然语言处理

jieba (🥇32 · ⭐ 29K · 💀) - Chinese Words Segementation Utilities. MIT

GitHub (👨‍💻 48 · 🔀 6.3K · 📦 14K · 📋 810 - 73% open · ⏱️ 15.02.2020):
```
it clone https://github.com/fxsjy/jieba
```
PyPi (📥 440K / month):
```
ip install jieba
```
Conda (📥 120K · ⏱️ 30.05.2021):
```
onda install -c conda-forge jieba
```

snownlp (🥉22 · ⭐ 5.9K · 💀) - Python library for processing Chinese text. MIT

GitHub (👨‍💻 8 · 🔀 1.3K · 📦 930 · 📋 100 - 38% open · ⏱️ 19.01.2020):
```
it clone https://github.com/isnowfy/snownlp
```
PyPi (📥 3.6K / month):
```
ip install snownlp
```

Others

scipy (🥇38 · ⭐ 10K) - 用于数学，科学和工程的开源软件生态系统。BSD-3

GitHub (👨‍💻 1.3K · 🔀 4.3K · 📥 350K · 📦 560K · 📋 8.4K - 16% open · ⏱️ 25.08.2022):
```
it clone https://github.com/scipy/scipy
```
PyPi (📥 43M / month):
```
ip install scipy
```
Conda (📥 26M · ⏱️ 30.07.2022):
```
onda install -c conda-forge scipy
```

SymPy (🥇35 · ⭐ 9.5K) - 用纯Python编写的计算机代数系统。❗Unlicensed

GitHub (👨‍💻 1.2K · 🔀 3.6K · 📥 460K · 📦 45K · 📋 12K - 32% open · ⏱️ 26.08.2022):
```
it clone https://github.com/sympy/sympy
```
PyPi (📥 2.6M / month):
```
ip install sympy
```
Conda (📥 2.3M · ⏱️ 23.08.2022):
```
onda install -c conda-forge sympy
```

PyOD (🥇31 · ⭐ 6.1K) - （JMLR'19）用于可扩展离群值检测的Python工具箱。BSD-2

GitHub (👨‍💻 41 · 🔀 1.1K · 📦 1.5K · 📋 260 - 47% open · ⏱️ 29.07.2022):
```
it clone https://github.com/yzhao062/pyod
```
PyPi (📥 370K / month):
```
ip install pyod
```

Streamlit (🥇30 · ⭐ 20K · 📈) - Streamlit用Python构建数据应用程序的最快方法。Apache-2

GitHub (👨‍💻 150 · 🔀 1.8K · 📦 380 · 📋 2.6K - 23% open · ⏱️ 25.08.2022):
```
it clone https://github.com/streamlit/streamlit
```
PyPi (📥 810K / month):
```
ip install streamlit
```

Gradio (🥇30 · ⭐ 8.5K) - 对任何模型做UI封装并与他人共享。Apache-2

GitHub (👨‍💻 92 · 🔀 530 · 📦 1.1K · 📋 1K - 18% open · ⏱️ 25.08.2022):
```
it clone https://github.com/gradio-app/gradio
```
PyPi (📥 150K / month):
```
ip install gradio
```

Autograd (🥈29 · ⭐ 5.9K) - 高效地计算导数的numpy代码。MIT

GitHub (👨‍💻 52 · 🔀 800 · 📦 3.8K · 📋 370 - 39% open · ⏱️ 15.06.2022):
```
it clone https://github.com/HIPS/autograd
```
PyPi (📥 1.2M / month):
```
ip install autograd
```
Conda (📥 230K · ⏱️ 29.06.2022):
```
onda install -c conda-forge autograd
```

Datasette (🥈28 · ⭐ 6.4K) - 用于探索和发布数据的开源多功能工具。Apache-2

GitHub (👨‍💻 67 · 🔀 410 · 📥 39 · 📦 730 · 📋 1.4K - 27% open · ⏱️ 24.08.2022):
```
it clone https://github.com/simonw/datasette
```
PyPi (📥 240K / month):
```
ip install datasette
```

DeepChem (🥈28 · ⭐ 3.8K) - 在药物发现，量子化学，材料科学和生物学方面普及深度学习。MIT

GitHub (👨‍💻 200 · 🔀 1.3K · 📦 120 · 📋 1.4K - 29% open · ⏱️ 26.08.2022):
```
it clone https://github.com/deepchem/deepchem
```
PyPi (📥 8.9K / month):
```
ip install deepchem
```

hdbscan (🥈28 · ⭐ 2.2K) - HDBSCAN群集的高性能实现。BSD-3

GitHub (👨‍💻 80 · 🔀 390 · 📦 1.5K · 📋 440 - 63% open · ⏱️ 23.08.2022):
```
it clone https://github.com/scikit-learn-contrib/hdbscan
```
PyPi (📥 450K / month):
```
ip install hdbscan
```
Conda (📥 1.2M · ⏱️ 11.02.2022):
```
onda install -c conda-forge hdbscan
```

agate (🥈28 · ⭐ 1.1K · 💀) - 为人而不是为机器优化的Python数据分析库。MIT

GitHub (👨‍💻 49 · 🔀 140 · 📦 1.1K · 📋 640 - 1% open · ⏱️ 15.07.2021):
```
it clone https://github.com/wireservice/agate
```
PyPi (📥 1.6M / month):
```
ip install agate
```
Conda (📥 91K · ⏱️ 16.07.2021):
```
onda install -c conda-forge agate
```

Cython BLIS (🥈28 · ⭐ 190) - 快速矩阵乘法库。❗Unlicensed

GitHub (👨‍💻 12 · 🔀 34 · 📦 20K · 📋 28 - 17% open · ⏱️ 04.08.2022):
```
it clone https://github.com/explosion/cython-blis
```
PyPi (📥 3.8M / month):
```
ip install blis
```

Conda (📥 1.6M · ⏱️ 05.08.2022):

onda install -c conda-forge cython-blis

PaddleHub (🥈27 · ⭐ 8.3K) - 基于PaddlePaddle的出色的预训练模型工具包。Apache-2

GitHub (👨‍💻 62 · 🔀 1.7K · 📥 580 · 📦 890 · 📋 1.1K - 41% open · ⏱️ 19.08.2022):
```
it clone https://github.com/PaddlePaddle/PaddleHub
```
PyPi (📥 14K / month):
```
ip install paddlehub
```

carla (🥈27 · ⭐ 8.2K · 💤) - 用于自动驾驶研究的开源模拟器。❗Unlicensed

GitHub (👨‍💻 140 · 🔀 2.4K · 📦 230 · 📋 4K - 16% open · ⏱️ 19.11.2021):
```
it clone https://github.com/carla-simulator/carla
```
PyPi (📥 26K / month):
```
ip install carla
```

Pythran (🥈27 · ⭐ 1.8K) - 用于数字内核的时间编译器。BSD-3

GitHub (👨‍💻 66 · 🔀 170 · 📦 220 · 📋 760 - 14% open · ⏱️ 19.07.2022):
```
it clone https://github.com/serge-sans-paille/pythran
```
PyPi (📥 370K / month):
```
ip install pythran
```
Conda (📥 260K · ⏱️ 31.07.2022):
```
onda install -c conda-forge pythran
```

pyjanitor (🥈27 · ⭐ 960) - 用于数据清理的API。MIT

GitHub (👨‍💻 100 · 🔀 150 · 📦 220 · 📋 490 - 20% open · ⏱️ 24.08.2022):
```
it clone https://github.com/ericmjl/pyjanitor
```
PyPi (📥 29K / month):
```
ip install pyjanitor
```
Conda (📥 130K · ⏱️ 22.11.2021):
```
onda install -c conda-forge pyjanitor
```

metric-learn (🥉26 · ⭐ 1.3K) - Python中的度量学习算法。MIT

GitHub (👨‍💻 22 · 🔀 220 · 📦 230 · 📋 160 - 26% open · ⏱️ 21.06.2022):
```
it clone https://github.com/scikit-learn-contrib/metric-learn
```
PyPi (📥 44K / month):
```
ip install metric-learn
```

Trax (🥉25 · ⭐ 7.1K) - 借助清晰的代码和速度来进行深度学习。Apache-2

GitHub (👨‍💻 78 · 🔀 720 · 📦 75 · 📋 210 - 41% open · ⏱️ 08.08.2022):
```
it clone https://github.com/google/trax
```
PyPi (📥 4K / month):
```
ip install trax
```

TabPy (🥉25 · ⭐ 1.3K) - 快速执行Python代码，并在Tableau可视化文件中显示结果。MIT

GitHub (👨‍💻 47 · 🔀 480 · 📦 93 · 📋 290 - 1% open · ⏱️ 10.06.2022):
```
it clone https://github.com/tableau/TabPy
```
PyPi (📥 19K / month):
```
ip install tabpy
```

causalml (🥉24 · ⭐ 3.2K) - 利用机器学习提升建模和因果推理。❗Unlicensed

GitHub (👨‍💻 44 · 🔀 520 · 📦 52 · 📋 280 - 21% open · ⏱️ 22.08.2022):
```
it clone https://github.com/uber/causalml
```
PyPi (📥 48K / month):
```
ip install causalml
```

pyclustering (🥉24 · ⭐ 990 · 💀) - pyclustring是Python，C++数据挖掘库。BSD-3

GitHub (👨‍💻 26 · 🔀 220 · 📥 410 · 📦 350 · 📋 650 - 9% open · ⏱️ 12.02.2021):
```
it clone https://github.com/annoviko/pyclustering
```
PyPi (📥 50K / month):
```
ip install pyclustering
```

Conda (📥 41K · ⏱️ 13.09.2021):

onda install -c conda-forge pyclustering

PySwarms (🥉23 · ⭐ 960) - 用于Python中粒子群优化的研究工具包。MIT

GitHub (👨‍💻 44 · 🔀 300 · 📦 180 · 📋 210 - 3% open · ⏱️ 03.07.2022):
```
it clone https://github.com/ljvmiranda921/pyswarms
```
PyPi (📥 18K / month):
```
ip install pyswarms
```

gplearn (🥉22 · ⭐ 1.2K) - 使用scikit-learn启发式API进行Python遗传编程。BSD-3

GitHub (👨‍💻 10 · 🔀 200 · 📦 280 · 📋 190 - 7% open · ⏱️ 04.08.2022):
```
it clone https://github.com/trevorstephens/gplearn
```
PyPi (📥 5.3K / month):
```
ip install gplearn
```

pyopencl (🥉22 · ⭐ 910) - 适用于Python的OpenCL集成。❗Unlicensed

GitHub (👨‍💻 92 · 🔀 220 · 📦 800 · 📋 300 - 20% open · ⏱️ 23.08.2022):
```
it clone https://github.com/inducer/pyopencl
```
PyPi (📥 34K / month):
```
ip install pyopencl
```
Conda (📥 670K · ⏱️ 22.06.2022):
```
onda install -c conda-forge pyopencl
```

Prince (🥉22 · ⭐ 850 · 💤) - Python因子分析库（PCA，CA，MCA，MFA，FAMD）。MIT

GitHub (👨‍💻 12 · 🔀 150 · 📦 240 · 📋 110 - 35% open · ⏱️ 28.12.2021):
```
it clone https://github.com/MaxHalford/prince
```
PyPi (📥 45K / month):
```
ip install prince
```

findspark (🥉22 · ⭐ 440) - 查找pyspark并导入的工具库。BSD-3

GitHub (👨‍💻 15 · 🔀 68 · 📦 2.7K · 📋 22 - 50% open · ⏱️ 11.02.2022):
```
it clone https://github.com/minrk/findspark
```
PyPi (📥 2.1M / month):
```
ip install findspark
```
Conda (📥 690K · ⏱️ 11.02.2022):
```
onda install -c conda-forge findspark
```

River (🥉20 · ⭐ 3.6K) - Python中的在线机器学习。BSD-3

GitHub (👨‍💻 81 · 🔀 380 · 📦 160 · 📋 370 - 1% open · ⏱️ 24.08.2022):
```
it clone https://github.com/online-ml/river
```

BioPandas (🥉20 · ⭐ 500) - 在pandas DataFrames中处理分子结构。BSD-3

GitHub (👨‍💻 10 · 🔀 100 · 📦 120 · 📋 47 - 42% open · ⏱️ 06.08.2022):
```
it clone https://github.com/rasbt/biopandas
```
PyPi (📥 5.3K / month):
```
ip install biopandas
```
Conda (📥 120K · ⏱️ 13.05.2022):
```
onda install -c conda-forge biopandas
```

StreamAlert (🥉19 · ⭐ 2.7K) - StreamAlert是无服务器的实时数据分析框架。Apache-2

GitHub (👨‍💻 33 · 🔀 320 · 📋 340 - 24% open · ⏱️ 20.07.2022):
```
it clone https://github.com/airbnb/streamalert
```

SUOD (🥉19 · ⭐ 330) - （MLSys' 21）大型无人驾驶加速系统。BSD-2

GitHub (👨‍💻 2 · 🔀 41 · 📦 430 · 📋 9 - 66% open · ⏱️ 07.07.2022):
```
it clone https://github.com/yzhao062/SUOD
```
PyPi (📥 29K / month):
```
ip install suod
```

impyute (🥉19 · ⭐ 320 · 💤) - 数据插补库可对缺少数据的数据集进行预处理。MIT

GitHub (👨‍💻 11 · 🔀 46 · 📦 140 · 📋 64 - 42% open · ⏱️ 06.11.2021):
```
it clone https://github.com/eltonlaw/impyute
```
PyPi (📥 8.2K / month):
```
ip install impyute
```

AstroML (🥉17 · ⭐ 840) - 天文学和天体物理学的机器学习，统计和数据挖掘.BSD-2

GitHub (👨‍💻 30 · 🔀 270 · 📋 150 - 37% open · ⏱️ 17.08.2022):
```
it clone https://github.com/astroML/astroML
```
PyPi (📥 1.3K / month):
```
ip install astroML
```
Conda (📥 31K · ⏱️ 02.03.2022):
```
onda install -c conda-forge astroml
```

Feature Engine (🥉16 · ⭐ 22) - 具有sklearn类功能的功能工程包。BSD-3

GitHub (👨‍💻 36 · 🔀 8 · ⏱️ 05.07.2022):

it clone https://github.com/solegalli/feature_engine

PyPi (📥 93K / month):
```
ip install feature_engine
```

Conda (📥 14K · ⏱️ 14.06.2022):

onda install -c conda-forge feature_engine

cleanlab (🥉13 · ⭐ 49 · 🐣) - 机器学习的标准软件包。❗️AGPL-3.0

GitHub (👨‍💻 10 · 🔀 9 · ⏱️ 21.08.2022):
```
it clone https://github.com/cgnorthcutt/cleanlab
```
PyPi (📥 7.2K / month):
```
ip install cleanlab
```

awesome-python-machine-learning-resources awesome-python-machine-learning-resources copied to clipboard

Metadata