Train transformer language models with reinforcement learning.

Machine learning metrics for distributed, scalable PyTorch applications.

🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

A library for efficient similarity search and clustering of dense vectors.

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

Simple implementation of OpenAI CLIP model in PyTorch.

Pretrain, finetune ANY AI model of ANY size on multiple GPUs, TPUs with zero code changes.

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

ONNXMLTools enables conversion of models to ONNX

Open standard for machine learning interoperability

💯 Curated coding interview preparation materials for busy software engineers

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

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

💥 Fast State-of-the-Art Tokenizers optimized for Research and Production

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

Causal Inference for the Brave and True. A light-hearted yet rigorous approach to learning about impact estimation and causality.

Seamless operability between C++11 and Python

Header-only C++/python library for fast approximate nearest neighbors

Library for fast text representation and classification.

Production-Grade Container Scheduling and Management

FastAPI framework, high performance, easy to learn, fast to code, ready for production

Tensors and Dynamic neural networks in Python with strong GPU acceleration

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

Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.

A Compact Primer on Digital Signal Processing

Code and Examples for Relevant Search

Source code for blog post at https://hautahi.com/im_greedycelf

Fast Python Collaborative Filtering for Implicit Feedback Datasets

Powerful Markdown package for Sublime Text with better syntax understanding and good color schemes.

📚 Collaborative cheatsheets for console commands