Python matrix-factorization

Open-source Python projects categorized as matrix-factorization | Edit details

Top 5 Python matrix-factorization Projects

  • GitHub repo LightFM

    A Python implementation of LightFM, a hybrid recommendation algorithm.

  • GitHub repo spotlight

    Deep recommender models using PyTorch. (by maciejkula)

  • Scout APM

    Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.

  • GitHub repo implicit

    Fast Python Collaborative Filtering for Implicit Feedback Datasets

    Project mention: Content-based Recommender System with Python | | 2022-01-04

    Although CF methods also have some explainability available. CF library which I used a lot in my past projects, e.g. has the method model.explain available for that.

  • GitHub repo fastFM

    fastFM: A Library for Factorization Machines

  • GitHub repo matrix-factorization

    Library for matrix factorization for recommender systems using collaborative filtering

    Project mention: Recently launched my first end-to-end ML app! A film recommender system based on matrix factorization, built for Letterboxd users. | | 2021-02-26

    I originally tried using RiverML, which is dedicated to online ML, but after a ton of tweaking I still wasn't satisfied. In the end, I used the matrix-factorization library, which is not at all flashy but worked much, much better. By adjusting the learning rate and epochs for feeding new ratings into the model I can adjust how "personalized" the ratings are, and after a few days of messing with it I got it where I wanted it.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2022-01-04.

Python matrix-factorization related posts


What are some of the best open-source matrix-factorization projects in Python? This list will help you:

Project Stars
1 LightFM 3,904
2 spotlight 2,603
3 implicit 2,591
4 fastFM 958
5 matrix-factorization 8
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