spotlight vs LightFM

spotlight

Deep recommender models using PyTorch. (by maciejkula)

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LightFM

A Python implementation of LightFM, a hybrid recommendation algorithm. (by lyst)

Machine Learning Recommender Python matrix-factorization learning-to-rank recommender-system

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spotlight		LightFM
	Project
-	Mentions	-
2,934	Stars	4,593
-	Growth	0.7%
0.0	Activity	4.8
over 1 year ago	Latest Commit	4 months ago
Python	Language	Python
MIT License	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.

spotlight

Posts with mentions or reviews of spotlight. We have used some of these posts to build our list of alternatives and similar projects.

We haven't tracked posts mentioning spotlight yet.
Tracking mentions began in Dec 2020.

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 spotlight and LightFM you can also consider the following projects:

fastFM - fastFM: A Library for Factorization Machines

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

annoy - Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk

TensorRec - A TensorFlow recommendation algorithm and framework in Python.

MLflow - Open source platform for the machine learning lifecycle

libffm - A Library for Field-aware Factorization Machines

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

RecBole - A unified, comprehensive and efficient recommendation library

Keras - Deep Learning for humans