Betty alternatives for AI agents.

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

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 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

Machine Learning Systems

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

🐍 Geometric Computer Vision Library for Spatial AI

Flower: A Friendly Federated AI Framework

Efficiently computes derivatives of NumPy code.

Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages

12 Weeks, 24 Lessons, AI for All!

Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

Burn is a next generation tensor library and Deep Learning Framework that doesn't compromise on flexibility, efficiency and portability.

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.