How does Netflix recommend movies? Matrix Factorization
Announcement: New Book by Luis Serrano! Grokking Machine Learning. bit.ly/grokkingML 40% discount code: serranoyt A friendly introduction to recommender systems with matrix factorization and how it's used to recommend movies in Netflix. Accompanying Notebook by Yannet Interian: https://github.com/yanneta/pytorch-tu... Gradient descent video mentioned at the end: • A friendly introduction to Deep Learning a... What is Machine Learning: (0:05) How do recommendations work - Netflix example (0:40) How to figure out dependencies - Matrix Factorization (7:35) Matrix Factorization Benefits 20:38 How to find the right factorization (16:03) Error Function for factorization (26:35) How to use the factors to predict ratings - Inference (30:14) (Thanks for the timings, Samarth Piano Posts!)
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