ranking
rank_bm25
| ranking | rank_bm25 | |
|---|---|---|
| 1 | 1 | |
| 2,714 | 848 | |
| 0.1% | - | |
| 6.3 | 0.0 | |
| about 2 months ago | 10 months ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
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.
ranking
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[D] learning to Rank
There are many different models and loss functions used for ranking (Tensorflow Ranking offers a bunch, probably also available for Jax / Pytorch / etc., or easily convertible).
rank_bm25
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Building an efficient sparse keyword index in Python
Rank-BM25 project, the top result when searching for python bm25.
What are some alternatives?
LightFM - A Python implementation of LightFM, a hybrid recommendation algorithm.
lucene - Apache Lucene open-source search software
torchsort - Fast, differentiable sorting and ranking in PyTorch
txtai - 💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
RecBole - A unified, comprehensive and efficient recommendation library
recommendation-system - Build a Content-Based Movie Recommender System (TF-IDF, BM25, BERT)
BERT-QE - Code and resources for the paper "BERT-QE: Contextualized Query Expansion for Document Re-ranking".
NumPy - The fundamental package for scientific computing with Python.
recommenders - Best Practices on Recommendation Systems
cherche - Neural Search
spotlight - Deep recommender models using PyTorch.
rexmex - A general purpose recommender metrics library for fair evaluation.