ray

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

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

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).

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

Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.

CSGHub is a brand-new open-source platform for managing LLMs, developed by the OpenCSG team. It offers both open-source and on-premise/SaaS solutions, with features comparable to Hugging Face. Gain full control over the lifecycle of LLMs, datasets, and agents, with Python SDK compatibility with Hugging Face. Join us! ⭐️

Real-time PathTracing with global illumination and progressive rendering, all on top of the Three.js WebGL framework. Click here for Live Demo: https://erichlof.github.io/THREE.js-PathTracing-Renderer/Geometry_Showcase.html

A toy physically based GPU path tracer (C++/OpenGL/GLSL)

A comprehensive guide to building RAG-based LLM applications for production.

A toolkit to run Ray applications on Kubernetes

RayLLM - LLMs on Ray (Archived). Read README for more info.

LuxCore source repository

NanoRT, single header only modern ray tracing kernel.

One repository is all that is necessary for Multi-agent Reinforcement Learning (MARL)

Distribute and run AI workloads magically in Python, like PyTorch for ML infra.

GPU Raytracer from scratch in C++/CUDA

Buggregator is a lightweight, standalone server that offers a range of debugging features for PHP applications.

A tiny software graphics and game engine

DoEKS is a tool to build, deploy and scale Data & ML Platforms on Amazon EKS