The best recommenders alternatives

metaflow

Netflix/metaflow

Build, Manage and Deploy AI/ML Systems

Choose metaflow if…

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

Shares ai, kubernetes, machine-learning, python with recommenders.

spaCy

explosion/spaCy

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

Choose spaCy if…

• you want the more widely starred option (34.0k)
• you specifically need cython or entity-linking

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

pytorch-lightning

Lightning-AI/pytorch-lightning

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

Choose pytorch-lightning if…

• Apache License 2.0 suits your use better than MIT License
• you specifically need machine-learning or python

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

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…

• Apache License 2.0 suits your use better than MIT License
• you specifically need dag or data-visualization

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

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…

• Apache License 2.0 suits your use better than MIT License
• you specifically need computer-vision or dataset-hub

Shares ai, artificial-intelligence, deep-learning, machine-learning with recommenders.

onnx

onnx/onnx

Open standard for machine learning interoperability

Choose onnx if…

• Apache License 2.0 suits your use better than MIT License
• you specifically need deep-neural-networks or dnn

Shares ai, artificial-intelligence, deep-learning, machine-learning with recommenders.

computervision-recipes

microsoft/computervision-recipes

Best Practices, code samples, and documentation for Computer Vision.

Choose computervision-recipes if…

• you would rather work in Jupyter Notebook than Python
• you prefer a smaller, narrower project to a large one
• you specifically need azure or computer-vision

Shares artificial-intelligence, data-science, deep-learning, jupyter-notebook with recommenders.

mage-ai

mage-ai/mage-ai

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

Choose mage-ai if…

• Apache License 2.0 suits your use better than MIT License
• 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 recommenders.

autoscraper

alirezamika/autoscraper

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

Choose autoscraper if…

• you prefer a smaller, narrower project to a large one
• you specifically need automation or crawler

Shares ai, artificial-intelligence, machine-learning, python with recommenders.

serve

jina-ai/serve

☁️ Build multimodal AI applications with cloud-native stack

Choose serve if…

• Apache License 2.0 suits your use better than MIT License
• you specifically need cloud-native or cncf

Shares deep-learning, kubernetes, machine-learning with recommenders.

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…

• Apache License 2.0 suits your use better than MIT License
• you want the more widely starred option (44.2k)
• you specifically need deployment or distributed

Shares data-science, deep-learning, machine-learning, python with recommenders.

gradio

gradio-app/gradio

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

Choose gradio if…

• Apache License 2.0 suits your use better than MIT License
• you want the more widely starred option (44.0k)
• you specifically need data-analysis or data-visualization

Shares data-science, deep-learning, machine-learning, python with recommenders.