Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

🚀 A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (including fp8), and easy-to-configure FSDP and DeepSpeed support

🤗 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.

French tax and benefit system for OpenFisca

Display in Tableau data from Jupyter notebooks

Cross-platform, customizable ML solutions for live and streaming media.

Streamlit — A faster way to build and share data apps.

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

Algorithms for explaining machine learning models

Financial portfolio optimisation in python, including classical efficient frontier, Black-Litterman, Hierarchical Risk Parity

⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.

Portfolio optimization with deep learning.

Binance Exchange API python implementation for automated trading

Simple connector to Binance Public API

Official Documentation for the Binance Spot APIs and Streams

Code and resources for Machine Learning for Algorithmic Trading, 2nd edition.

Data Apps & Dashboards for Python. No JavaScript Required.

Python for Random Matrix Theory: cleaning schemes for noisy correlation matrices.

Machine Learning in Finance: From Theory to Practice Book

Portfolio and risk analytics in Python

Zipline, a Pythonic Algorithmic Trading Library

Collection of notebooks about quantitative finance, with interactive python code.

VIP cheatsheets for Stanford's CS 229 Machine Learning

A Python-embedded modeling language for convex optimization problems.

An Interview Primer for Quantitative Finance

A python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities

Iconic font aggregator, collection, & patcher. 3,600+ icons, 50+ patched fonts: Hack, Source Code Pro, more. Glyph collections: Font Awesome, Material Design Icons, Octicons, & more

The world's simplest facial recognition api for Python and the command line

A toolkit for making real world machine learning and data analysis applications in C++