reclist
implicit
reclist | implicit | |
---|---|---|
1 | 3 | |
451 | 3,435 | |
0.7% | - | |
7.8 | 6.2 | |
9 months ago | about 2 months ago | |
Python | Python | |
MIT License | MIT License |
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.
reclist
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EvalRS2023 for Recommender Systems + Hackathon
RecList OS library and paper (it will be used for the event)
implicit
- Recommendation system integration
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Content-based Recommender System with Python
Although CF methods also have some explainability available. CF library https://github.com/benfred/implicit which I used a lot in my past projects, e.g. has the method model.explain available for that.
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Tensorflow Recommender (TFRS) or Scikit-Surprise?
In that case, you are doing some form of collaborative filtering, though you can also add content-based filtering as additional features later. You can use either implicit or explicit feedback. I would suggest checking this package, and this tutorial. Let me know if you have any other questions.
What are some alternatives?
TensorRec - A TensorFlow recommendation algorithm and framework in Python.
LightFM - A Python implementation of LightFM, a hybrid recommendation algorithm.
spotlight - Deep recommender models using PyTorch.
annoy - Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk
evalRS-CIKM-2022 - Official Repository for EvalRS @ CIKM 2022: a Rounded Evaluation of Recommender Systems
fastFM - fastFM: A Library for Factorization Machines
d2l-en - Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
RecBole - A unified, comprehensive and efficient recommendation library
libffm - A Library for Field-aware Factorization Machines