It is hard to imagine anything more fascinating than automated systems that improve their own performance. The study of learning from data is commercially and scientifically important. [ Tom M. Mitchell ]
- HW1: Decision trees. Assignment 1. Out Sept 16, due Sept 26.
- HW2: Probabilistic methods, Neural nets. Out Sept 26, due Oct 8.
- HW3: PAC Learning, SVM's, Cross validation, kNN. Out Oct 10, due Oct 29.
- HW4: Bayes nets. Out Oct 31, due Nov 14.
- HW5: Clustering, HMM's. Out Nov 14, due Nov 26.
- HW6: Markov processes and Reinforcement learning. Out Nov 26, due Dec 5.
Journals and Papers online
People Do Data Mining