Simple, unified interface to multiple Generative AI providers

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

Minimalistic 4D-parallelism distributed training framework for education purpose

Theoretical introduction and examples for diffusion model algorithms

An elegant PyTorch deep reinforcement learning library.

Large Concept Models: Language modeling in a sentence representation space

Simple and easily configurable grid world environments for reinforcement learning

An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities

An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)

A standard format for offline reinforcement learning datasets, with popular reference datasets and related utilities

A collection of wrappers for Gymnasium and PettingZoo environments (being merged into gymnasium.wrappers and pettingzoo.wrappers

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

LLM training in simple, raw C/CUDA

Chaos engineering tool for simulating real-world distributed system failures

Pythonic Bayesian Belief Network Package, supporting creation of and exact inference on Bayesian Belief Networks specified as pure python functions.

Writing an OS in Rust

A markdown terminal slideshow tool

Minimal, clean code for the Byte Pair Encoding (BPE) algorithm commonly used in LLM tokenization.

Neural Networks: Zero to Hero

Learn how to develop, deploy and iterate on production-grade ML applications.

A JSON-like data structure (a CRDT) that can be modified concurrently by different users, and merged again automatically.

Best Practices, code samples, and documentation for Computer Vision.

Python Implementation of Reinforcement Learning: An Introduction

Code samples for my book "Neural Networks and Deep Learning"

Don't Test Twice Again!

High-level, multiplatform C++ network packet sniffing and crafting library.

Platform for real-time wearables data analysis -- like EEG or ECG.

A docker-powered PaaS that helps you build and manage the lifecycle of applications

For developers, who are building real-time data-driven applications, Redis is the preferred, fastest, and most feature-rich cache, data structure server, and document and vector query engine.