16. Recommender Systems

Recommender Systems

Problem formulation

Content-based recommendations

Optimization objective

To learn (parameter for user ):

To learn all ():

Collaborative Filtering

Given :

Collaborative filtering algorithm

Minimizing and simultaneously:

Gradient dexcent:

Vectorization: Low rank matrix factorization

Predicted ratings:

Implementational detail: Mean normalization