Final Project Websites

The final project is an opportunity for students to explore machine learning in the context of a real-world data set. Projects can be whatever the students want, as long as it is focused on getting a machine learning system to learn. The links below connect to the final project websites submitted in previous years. There are a lot of interesting projects here. Have a look!

Fall 2009

Learning Subjective Image Concepts

A Naïve Bayesian Approach to Evaluating Computer- Mediated Communication

CRUPS: Consumer Review Utility Prediction System

Automatic Wood Defect Classification

Stock Price Time Series Forecasting by Neural Networks

Trust Me, I Know You: Using Clustering to Predict Renter Film Selections in Netflix

Twitter-Amazon based book recommendation engine with weighted attributes

Data fusion for powered lower-limb prostheses

Optimal Parameters to Use for Classification of Paintings

Pandora RSS

Fall 2007

Genetic Algorithm based Network Intrusion Detection System

Comparing Approaches to Connect6: Temporal Difference vs. Minimax

Learning to Search a Melodic Metric Space

Score Following with HMMs and Polyphonic Audio Input

Dynamic Cache Resizing and Voltage Scaling using Machine Learning Algorithm

Using Neural Networks to Classify Paintings by Genre

Muscle Location Optimization Using a Genetic Algorithm 

Winter 2007

Learning to Detect Pitch Accents using a Naive Bayes Classifier

Face Recognition with Neural Networks

Sentiment Classification with SVMs

Rapid Facial Expression Classification Using Artificial Neural Networks

Image Spam Hunter

Using Neural Nets to Recognize Handwriting

The Effect of Region of Activity Measures on Automatic Audio-Visual Speech Recognition

Hummer Specific Learning to Enhance Query-by-Humming

Project GestureMap

Ergodic HMMs for Visual Speech Recognition