The Python programming language

You like pytorch? You like micrograd? You love tinygrad! ❤️

100 numpy exercises (with solutions)

Build better UIs faster.

Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.

Simple, elegant, Pythonic functional programming.

serialize all of Python

Elegant easy-to-use neural networks + scientific computing in JAX. https://docs.kidger.site/equinox/

Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/

Type annotations and runtime checking for shape and dtype of JAX/NumPy/PyTorch/etc. arrays. https://docs.kidger.site/jaxtyping/

The blessed GitHub Action, for publishing your 📦 distribution files to PyPI, the tokenless way: https://github.com/marketplace/actions/pypi-publish

Nonlinear optimisation (root-finding, least squares, ...) in JAX+Equinox. https://docs.kidger.site/optimistix/

Scikit-Learn API wrapper for Keras.

A Pytree Module system for Deep Learning in JAX

Repo for more advanced examples

Artificial Neural Networks / Python

Multiple dispatch over abstract array types in JAX.

Randomize Self Organizing map

Dynamic Self-Organized maps