Recommendation Systems
concepts · 15 notes linked
Related: Microsoft · Collaborative Filtering · Matrix Factorization · Netflix · Github · Microsoft Recommenders · News Recommendation · Recsys
Notes
- A Step-by-Step Guide to the Microsoft News Recommendation Competition | Towards Data Science — Walkthrough of NRMS algorithm and MIND competition submission process
- A Survey of Causal Inference Applications at Netflix — Netflix internal summit survey of causal inference methods and applications
- Collaborative Filtering — Machine Learning | Google for Developers — User-item embedding learning via collaborative similarity without hand-engineering
- Evaluating Recommenders with Distributions — Arguments for distributional evaluation over point estimates in RecSys
- GitHub - recommenders-team/recommenders: Best Practices on Recommendation Systems — Microsoft open-source repository of recommendation algorithm best practices
- GitHub - recommenders-team/recommenders: Best Practices on Recommendation Systems — Microsoft open-source repository of recommendation algorithm best practices
- How machine learning powers Facebook's News Feed ranking algorithm — Multi-pass multitask neural ranking system for News Feed personalization at scale
- Innovating Faster on Personalization Algorithms at Netflix Using Interleaving — Netflix two-stage experimentation using interleaving for sensitive ranking algorithm comparison
- Monday, December 11, 2006 — Simon Funk's Netflix Prize SVD collaborative filtering algorithm explained
- PredictionIO Raises $2.5M For Its Open Source Machine Learning Server | TechCrunch — Open source ML server startup raises seed funding
- RecSys 2021 - Call for Contributions - RecSys — ACM RecSys 2021 call for papers and submission guidelines
- The Ancient Art of the Numerati — Free hands-on data mining textbook covering core ML techniques
- The New 'Transparent' Twitter Isn't Very Transparent — Critique of Twitter's partial algorithm open-sourcing as superficial transparency theater
- The complex math of counterfactuals could help Spotify pick your next favorite song — Spotify ML model applies twin-network counterfactual reasoning at scale
- msnews.github.io/assets/doc/introduction.md at master · msnews/msnews.github.io — MIND news recommendation dataset structure and collection methodology