Awesome-Keras

Goal

Keras is a pretty awesome tool for deep learning.

This repo aims for collecting awesome Keras resources togather.

How to Contribute

1. fork this project.
2. Add your resources by pull request.

Keras Cheatsheet

• Keras Cheatsheet-en
• Keras Cheatsheet-cn: Keras 与深度学习备忘单
• Python in RStudio Cheatsheet
• randomForestExplainer Cheatsheet

Data Pipeline

• sparktf: R interface to Spark TensorFlow Connector
• tfdatasets: R interface to TensorFlow Datasets API

Model Creator

• KerasModelCreator: Visually design Keras models for R language.

Model Training

• tfruns: Track, Visualize, and Manage TensorFlow Training Runs

Model Deploy

• tfdeploy: Deploy Tensorflow Models from R

Bayes

• greta: simple and scalable statistical modelling in R
• tfprobability: R interface to TensorFlow Probability

Auto ML

• autokeras: R interface to Auto-Keras

Cloud ML

• cloudml: R interface to Google Cloud Machine Learning Engine

Model Visualization

• keras-vis: Neural network visualization toolkit for keras
• quiver: Interactive convnet features visualization for Keras

Estimator

• tfestimators: R interface to TensorFlow Estimators

Model Explaination

• xgb2sql: Convert trained XGBoost model object in R to SQL script
• tidypredict: Run predictions inside the database
• modeldb: Run models inside a database using R
• lime: Local Interpretable Model-Agnostic Explanations (R port of original Python package)

Applications

Remote Sensing

• sits: Satellite image time series in R

Keras Blogs

• Auto-Keras: Tuning-free deep learning from R
• Tensorflow Blog
• An Introduction to Greta

Keras Talks