Recommender systems and semantic search
Resources
- GitHub - grahamjenson/list_of_recommender_systems: A List of Recommender Systems and Resources
- Recommender system - Wikipedia
- RS_c – Recommender-Systems News and Curated Lists of Resources
- 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
Course
- Online Courses On Recommender Systems – RS_c
- #COURSE Hands-on H&M Real-Time Personalized Recommender
- 👕 An open-source course that will teach you how to build and deploy a real-time personalized LLM-enhanced recommender for H&M fashion articles.
Book
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