matrix-factorization
Library for matrix factorization for recommender systems using collaborative filtering (by Quang-Vinh)
LightFM
A Python implementation of LightFM, a hybrid recommendation algorithm. (by lyst)
| matrix-factorization | LightFM | |
|---|---|---|
| 1 | - | |
| 21 | 4,923 | |
| - | 0.8% | |
| 2.9 | 0.0 | |
| over 1 year ago | 10 months ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
matrix-factorization
Posts with mentions or reviews of matrix-factorization.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-02-26.
-
Recently launched my first end-to-end ML app! A film recommender system based on matrix factorization, built for Letterboxd users.
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.
LightFM
Posts with mentions or reviews of LightFM.
We have used some of these posts to build our list of alternatives
and similar projects.
We haven't tracked posts mentioning LightFM yet.
Tracking mentions began in Dec 2020.
What are some alternatives?
When comparing matrix-factorization and LightFM you can also consider the following projects:
LT-OCF - LT-OCF: Learnable-Time ODE-based Collaborative Filtering, CIKM'21
Surprise - A Python scikit for building and analyzing recommender systems
implicit - Fast Python Collaborative Filtering for Implicit Feedback Datasets
tensorflow - An Open Source Machine Learning Framework for Everyone
riscv-newop - A RISC-V new instruction discovery tool [Work in Progress]
xgboost - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow