CARLA 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 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

Fit interpretable models. Explain blackbox machine learning.

Machine Learning Systems

🐍 Geometric Computer Vision Library for Spatial AI

Swap GPT for any LLM by changing a single line of code. Xinference lets you run open-source, speech, and multimodal models on cloud, on-prem, or your laptop — all through one unified, production-ready inference API.

🧙 Build, run, and manage data pipelines for integrating and transforming data.

The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework. Website: https://swarms.ai

Flower: A Friendly Federated AI Framework

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

12 Weeks, 24 Lessons, AI for All!

A game theoretic approach to explain the output of any machine learning model.

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

🤗 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.