recommender_system

word embedding inspired recommender system

http://mccormickml.com/2018/06/15/applying-word2vec-to-recommenders-and-advertising/

Recommendation in youtube

https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/45530.pdf

Recommendation in Google play

https://arxiv.org/pdf/1606.07792.pdf

Recommendation engine primer

https://www.cse.iitk.ac.in/users/nsrivast/HCC/Recommender_systems_handbook.pdf Netflix challenge solution at high level: https://datajobs.com/data-science-repo/Recommender-Systems-[Netflix].pdf

Recommender system 101 type post in Medium (covers ALS):

https://towardsdatascience.com/prototyping-a-recommender-system-step-by-step-part-1-knn-item-based-collaborative-filtering-637969614ea https://towardsdatascience.com/prototyping-a-recommender-system-step-by-step-part-2-alternating-least-square-als-matrix-4a76c58714a1

A survey of modern recommendation systems using Deep Neural Networks:

https://arxiv.org/pdf/1707.07435.pdf

Bayesian Adjustment Rating for managing rating equivalency on websites:

1. https://medium.com/district-data-labs/computing-a-bayesian-estimate-of-star-rating-means-651496a890ab
2. https://www.analyticsvidhya.com/blog/2019/07/introduction-online-rating-systems-bayesian-adjusted-rating/