Another Bottle?

A two step beer recommendation system-

1. Scrapped millions of beer ratings from BeerAdvocate.com with Amazon EC2 ubuntu server and stored data on Amazon RDS MySQL server.
   
2. Custer beers with reviews by using TF-IDF and Spectral Clustering algorithm.
   
3. Predict users' ratings on beers they haven't tried by K-Nearest Neighbors item-based Collaborative Filtering.