Mage AI alternatives for AI agents.

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

💫 Industrial-strength Natural Language Processing (NLP) in Python

The Open Source Feature Store for AI/ML

Time series forecasting with PyTorch

Probabilistic time series modeling in Python

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Deep Learning for humans

🤗 The largest hub of ready-to-use datasets for AI models with fast, easy-to-use and efficient data manipulation tools

Open standard for machine learning interoperability

High-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scale

Machine Learning Systems

Low-code framework for building custom LLMs, neural networks, and other AI models

Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.

🕵 Artificial Intelligence for social control of public administration | **This repository does not receive frequent updates. Check out the README**

The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.

A complete guide to start and improve in machine learning (ML), artificial intelligence (AI) in 2026 without ANY background in the field and stay up-to-date with the latest news and state-of-the-art techniques!