The best pytorch-lightning alternatives

spaCy

explosion/spaCy

💫 Industrial-strength Natural Language Processing (NLP) in Python

Choose spaCy if…

• MIT License suits your use better than Apache License 2.0
• you specifically need cython or entity-linking

Shares ai, artificial-intelligence, data-science, deep-learning with pytorch-lightning.

marimo

marimo-team/marimo

A reactive notebook for Python — run reproducible experiments, query with SQL, execute as a script, deploy as an app, and version with git. Stored as pure Python. All in a modern, AI-native editor.

Choose marimo if…

• you specifically need dag or data-visualization

Shares artificial-intelligence, data-science, machine-learning, python with pytorch-lightning.

datasets

huggingface/datasets

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

Choose datasets if…

• you specifically need computer-vision or dataset-hub

Shares ai, artificial-intelligence, deep-learning, machine-learning with pytorch-lightning.

recommenders

recommenders-team/recommenders

Best Practices on Recommendation Systems

Choose recommenders if…

• MIT License suits your use better than Apache License 2.0
• you specifically need jupyter-notebook or kubernetes

Shares ai, artificial-intelligence, data-science, deep-learning with pytorch-lightning.

onnx

onnx/onnx

Open standard for machine learning interoperability

Choose onnx if…

• you specifically need deep-neural-networks or dnn

Shares ai, artificial-intelligence, deep-learning, machine-learning with pytorch-lightning.

mage-ai

mage-ai/mage-ai

🧙 Build, run, and manage data pipelines for integrating and transforming data.

Choose mage-ai if…

• you prefer a smaller, narrower project to a large one
• you specifically need data or data-engineering

Shares artificial-intelligence, data-science, machine-learning, python with pytorch-lightning.

autoscraper

alirezamika/autoscraper

A Smart, Automatic, Fast and Lightweight Web Scraper for Python

Choose autoscraper if…

• MIT License suits your use better than Apache License 2.0
• you prefer a smaller, narrower project to a large one
• you specifically need automation or crawler

Shares ai, artificial-intelligence, machine-learning, python with pytorch-lightning.

transformers

huggingface/transformers

🤗 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.

Choose transformers if…

• you want the more widely starred option (168.5k)
• you specifically need audio or deepseek

Shares deep-learning, machine-learning, python, pytorch with pytorch-lightning.

ray

ray-project/ray

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

Choose ray if…

• you specifically need deployment or distributed

Shares data-science, deep-learning, machine-learning, python with pytorch-lightning.

gradio

gradio-app/gradio

Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!

Choose gradio if…

• you specifically need data-analysis or data-visualization

Shares data-science, deep-learning, machine-learning, python with pytorch-lightning.

kornia

kornia/kornia

🐍 Geometric Computer Vision Library for Spatial AI

Choose kornia if…

• you prefer a smaller, narrower project to a large one
• you specifically need computer-vision or hacktoberfest

Shares artificial-intelligence, deep-learning, machine-learning, python with pytorch-lightning.

stanza

stanfordnlp/stanza

Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages

Choose stanza if…

• you prefer a smaller, narrower project to a large one
• you specifically need corenlp or named-entity-recognition

Shares artificial-intelligence, deep-learning, machine-learning, python with pytorch-lightning.