Project 1: Spam Filter
Type of Project: Implementation
Study various spam filtering techniques based on machine learning.
Summarize the various methods.
Implement one of them
Test the method.
Try to make a prototype and integrate with a standard mailing system
3) Here you will find some spam filter product reviews
4) Some papers: (a) Johan Hovoltd
Project 2: Face Recognition
Type of project: Experiment / Implementation
Implement a face recognition algorithm and test it on a standard data set.
Project 3: Ensemble Methods
Type of project: Theory/Methodology
Study the various ensemble methods available in literature
Propose a new ensemble technique, may be specific to a classifier.
Project 4: Graph Clustering
Study some graph clustering algorithms and implement one of them.
Project 5: SVM Regression
Implement the SMO algorithm for Support Vector regression.
Project 6: K-NN Variants
Study implement and compare some K-NN variants.