Previous 466/551 Projects (Winter 2000)

Course Projects for Cmput 466/551 [Jan-Apr'00]

Course Projects for Cmput 466/551 [Jan-Apr'01]

Course Projects for Cmput 466/551 [Jan-Apr'02]

Cost-Based Active Learning
Learning Energy Auction Bidding Strategies
Website Reconstruction
Const-Based AUtomatic Text Categorization
Polyomx: Integration of SNP, microarray and metabonomic data for Cancer Diagnosis
Analysing abstarction and approximation withing MDP/POMDP environments
Proteome Classification with Bayesian Methods
An Empirical Evaluation of the Performance of ANNs vs Genetic ALgorithms in Predicting the Outcome of Hockey games from Available Team and Player Statistics
Learning to Classify with Incomplete Information
Learning to Play Games: Checkers and Snake

Course Projects for Cmput 466/551 [Jan-Apr'03]

An Investigation into Clustering Web Search Results
Intelligent Feature Selection Through Learning
Machine Learning a Fitness Function for Genetic Algorithms
Learning Better Bayesian Network Classifiers Using Latent Variables
Extending Proteome Analyst for a More Accurate Protein Annotation
Bayesian learning in Stereo vision
Music Classification Through Waveform Analysis and Machine Learning
Learning Bayesian Network Classifiers: Optimize both Structure and Parameters
Machine Learning with Game Play Improvement
Learning Sequence by Machine Learning Method
Machine Learning for Web Navigation Mining
Opponent Modeling Applied to a Domain Such as Cops and Robbers
Learning From Partially Labeled Data
Parameter Optimization using Machine Learning techniques for a finance motivated Stochastic Control Problem
Study On Collaborative Filtering
Optimal Matrices in Protein Sequence Alignment

Course Projects for Cmput 466/551 [Jan-Apr'05]

MLCV (Machine Learning for Computer Vision)
Comparison of Anomaly Detection Methods for Disease Outbreak Analysis
Recognizing and acting on hand signals using vision on an AIBO
Creature Motor Control With Reinforcement Learning
Supervised Machine Learning of Movie Reviews for Polarity Determination, Genre Categorization and Success Prediction
Learning Models of Exercise Response
Automated Heuristic Refinement applied to Sokoban
Opponent Modeling In "President"
Transmembrane Region Prediction
Learning better evaluation functions by implementing TDLeaf in Checkers

Course Projects for Cmput 466/551 [Jan-Apr'08]

U1	Extraction of Additional Data to Improve Netflix Prediction Accuracy (Netflix) (RG + Bret Hoehn)
U2	Using reinforcement learning to learn parameters for gradient descent (Yuxi Li)
G1	Movie Classification (Netflix) (RG + Bret Hoehn)
G2	Combining Predictors (Netflix-ish) (RG + Bret Hoehn)
G3	An Investigation of the Effect of Using Additional Movie Information in Netflix Prize (Netflix) (RG + Bret Hoehn)
G4	Learning the Betting Abstraction of Computer Agents in No-Limit Texas Hold'em Poker
G5	Soft sensor developments for chemical processes using machine learning methods
G6	Machine Learning on Metabolomics Datasets (RG + Roman Eisner)
G7	Investigating Clustering and Feature Selection methods for Microarray Data Analysis (Barnabas Poczos)
G8	Discovering Regularities in Sparse Representation data (Barnabas Poczos)