Recommender-System

A song recommender system that implements CUR and SVD decomposition along with the Latent Factor Model

Dataset

To process the song dataset, run the following command.

python3 preprocess.py

Algorithms for Recommendations

CUR Decomposition

To make recommendation using the CUR Decomposition, run the following command.

python3 CUR.py

SVD Decomposition

To make recommendation using the SVD Decomposition, run the following command.

python3 SVD.py

Latent Factor Model

To make recommendations using the Latent factor model, run the following command.

python3 recommend_movie.py