From b4da5703ff9ad8c61b9e8c9454abe6ef321a03d9 Mon Sep 17 00:00:00 2001 From: Vinta Chen Date: Fri, 2 Oct 2026 11:37:15 +0800 Subject: [PATCH] audit: sweep Deep Learning, re-tier frameworks The tensorflow line called it "the most popular Deep Learning framework", false by downloads (torch 59.8M/month vs tensorflow 11.4M on pypistats, 2026-10-02), and the Frameworks tiers no longer matched the evidence: tensorflow 2.21.0 still ships no cp314 wheels (tensorflow/tensorflow#102890) and its releases now focus on security and bug fixes, while keras's 11.76M is mostly tensorflow pulling it in (requires keras>=3.12.0). Both move to Second Tier; jax (8.0M, Google's own successor) and pytorch-lightning (10.1M) become obvious choices. Co-Authored-By: Claude --- README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 33e8c691..549b8604 100644 --- a/README.md +++ b/README.md @@ -188,10 +188,10 @@ _Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learni - Frameworks - [pytorch](https://github.com/pytorch/pytorch) - Tensors and Dynamic neural networks in Python with strong GPU acceleration. - - [tensorflow](https://github.com/tensorflow/tensorflow) - The most popular Deep Learning framework created by Google. - - [keras](https://github.com/keras-team/keras) - A high-level deep learning library with support for JAX, TensorFlow, and PyTorch backends. - - [jax](https://github.com/jax-ml/jax) - A library for high-performance numerical computing with automatic differentiation and JIT compilation. - [pytorch-lightning](https://github.com/Lightning-AI/pytorch-lightning) - Deep learning framework to train, deploy, and ship AI products Lightning fast. + - [jax](https://github.com/jax-ml/jax) - A library for high-performance numerical computing with automatic differentiation and JIT compilation. + - [keras](https://github.com/keras-team/keras) - A high-level deep learning library with support for JAX, TensorFlow, and PyTorch backends. + - [tensorflow](https://github.com/tensorflow/tensorflow) - An end-to-end machine learning platform from Google. - Reinforcement Learning - [gymnasium](https://github.com/Farama-Foundation/Gymnasium) - A standard API for reinforcement learning environments with popular reference environments ([gym](https://github.com/openai/gym) successor). - [stable-baselines3](https://github.com/DLR-RM/stable-baselines3) - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.