Recommender systems and semantic search

See Knowledge representation and reasoning

Resources

• GitHub - grahamjenson/list_of_recommender_systems: A List of Recommender Systems and Resources
• Recommender system - Wikipedia
• Building a Fast and Efficient Semantic Search System Using OpenVINO and Postgres - DEV Community
• Recommender system using matrix factorization (SVD, ALS)
• https://tryolabs.com/blog/introduction-to-recommender-systems/
• Practical Guide to Building Scalable Recommender Systems in Python | by Anıl Çoğalan | Medium
• Recommender Systems in Python 101 | Kaggle
• What is a Recommendation System? | Data Science | NVIDIA Glossary

Book

• #BOOK Recommender Systems - The Textbook (Aggarwal, 2016 SPRINGER)

Code

• #CODE RecTools
  • RecTools - library to build Recommendation Systems easier and faster than ever before
• #CODE SurPRISE - A Python scikit for building and analyzing recommender systems
• #CODE TF Recommenders
  • Library for building recommender system models using TensorFlow
• #CODE Lightfm
  • LightFM is a Python implementation of a number of popular recommendation algorithms for both implicit and explicit feedback, including efficient implementation of BPR and WARP ranking losses. It's easy to use, fast (via multithreaded model estimation), and produces high quality results
• #CODE EasyRec
• #CODE Quaterion - Blazing fast framework for fine-tuning similarity learning models
  • https://quaterion.qdrant.tech/

References

• #PAPER Semantic and explainable research-related recommendation system based on semi-supervised methodology using BERT and LDA models (2022)
• #PAPER Scientific paper recommendation systems: a literature review of recent publications (2022)