ml-infrastructure topic

List ml-infrastructure repositories

metaflow

7.7k
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:rocket: Build and manage real-life ML, AI, and data science projects with ease!

BentoML

7.0k
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781
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The easiest way to serve AI apps and models - Build reliable Inference APIs, LLM apps, Multi-model chains, RAG service, and much more!

determined

2.9k
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346
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Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.

actions-ml-cicd

206
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42
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A Collection of GitHub Actions That Facilitate MLOps

sagify

434
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69
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LLMs and Machine Learning done easily

metaflow-service

175
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68
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:rocket: Metadata tracking and UI service for Metaflow!

skypilot

7.8k
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624
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SkyPilot: Run AI and batch jobs on any infra (Kubernetes or 16+ clouds). Get unified execution, cost savings, and high GPU availability via a simple interface.

aqueduct

521
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16
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Aqueduct is no longer being maintained. Aqueduct allows you to run LLM and ML workloads on any cloud infrastructure.

ktext

181
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29
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Utilities for preprocessing text for deep learning with Keras

Server

61
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12
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A standalone inference server for trained Rubix ML estimators.