The goal of this project is to design a classifier to use for sentiment analysis of product reviews. The training set consists of reviews written by Amazon customers for various food products. The reviews, orignially given on a 5 point scale, have been adjusted to a +1 or -1 scale, representing a positive or negative review, repectively.