Restaurant Recommendation

Restaurant Recommendation System using Collaborative Filtering Algorithms Like ALS,SVD and SGD

RESULTS

Models	MSE in Austin Restaurant	MSE in Portland Restaurant
SVD	17.72956170325437	18.154128047816524
Cosine Similarity	17.72956170325437	18.216949652884058
ALS	17.720206854789584	18.205941902691375
SGD	2.5194437078503342	2.476078061616359

We obtained best MSE for SGD

We used Yelp dataset. Highest no of restaurant was in Austin andPortland. So we worked on the city these two city with various algorithms like SVD,Cosine Similarity,ALS,SGD. Best MSE obtain wasfrom SGD 2.519 for Austin and 2.476 for Portland.