An opinionated list of awesome Python frameworks, libraries, software and resources.

A collection of design patterns/idioms in Python

The Memory layer for your AI apps

Data validation using Python type hints

Open standard for machine learning interoperability

Python scraper based on AI

structured outputs for llms

Build better UIs faster.

Python SQL Parser and Transpiler

Easily migrate your codebase from one framework or language to another.

the portable Python dataframe library

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

Gin provides a lightweight configuration framework for Python

Asyncer, async and await, focused on developer experience.

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

The bidirectional mapping library for Python.

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

Hardware accelerated, batchable and differentiable optimizers in JAX.

Python library for analysis of time series data including dimensionality reduction, clustering, and Markov model estimation

Knee point detection in Python 📈

Croissant is a high-level format for machine learning datasets that brings together four rich layers.

Linear solvers in JAX and Equinox. https://docs.kidger.site/lineax

Turn SymPy expressions into trainable JAX expressions.

Normalizing Flows in JAX 🌊

Python library that provides a method of accessing lists and dicts with a dotted path notation.

Tree Implementation and Methods for Python, integrated with list, dictionary, pandas and polars DataFrame.

python xml for humans

Symbolic Identification of Non-linear Dynamics. The method generalizes the SINDy algorithm by combining sparse and genetic-programming-based symbolic regression.

Python module for Dataverse Software (dataverse.org).