Recommender Systems Lab

Contents

Here are the essay version of my notes from various Recommender System, lectures, books, and research papers. All credits to the researchers. See references below.

What is a Recommender System? [Essay]

Collaborative Filtering [Essay]
Matrix Factorization (SVD) [Essay]
Introduction to Restricted Boltzmann Machines
Content-based Recommendations
Learning to Rank
Context-aware Recommendations
Similarity
Social Recommendations
Evaluating Recommender System
What did we learn from Netflix Prize?

Case Study

A [Essay]
B [Essay]
c [Essay]

References