Grades will be posted on Blackboard, which you can log in to using your eid and eid password.
| Week | Date | Topic | Reading | Assignment | Slides etc |
|---|---|---|---|---|---|
| 0 | 19 Jan | Introduction | Lec0 | ||
| 1 | 23 Jan | Probability Theory | EM / Best Report | Lec1.1 | |
| 25 Jan | Probability Theory / EM | Bishop 1.1-1.5 | EMLec-slides CoinPaper | ||
| 2 | 30 Jan | Linear Algebra / PCA | Classnotes | Eigendigits/PCA Best Report | SabesLinEq |
| 1 Feb | Dynamical Systems | Classnotes PPT | |||
| 3 | 6 Feb | Optimization Theory | Classnotes PPT | Linear Algebra/Optimization | |
| 8 Feb | Optimization Theory | PPT Bishop Appendix D and E | LecNotes | ||
| 4 | 13 Feb | Information Theory | Bishop 1.6 Classnotes | ICA | ICA |
| 15 Feb | Information Theory / ICA | Classnotes | |||
| 5 | 20 Feb | Perceptrons | Bishop 4.1, 4.2 | ||
| 22 Feb | Backpropagation | Classnotes | |||
| 6 | 27 Feb | Support Vector Machines | SVM Tutorial ; Bishop 325-345 XOR example | Perceptrons/SVMs | |
| 29 Feb | Learning Theory | Notes on VC dimension | |||
| 7 | 5 Mar | Review | Practice Midterm 1 2 | ||
| 7 Mar | Midterm | ||||
| 8 | 19 Mar | Decision Trees and Linear Regression | Linear Regression / Bishop 14.4 | ||
| 21 Mar | Hidden Markov Models | Bishop 13.1,13.2 | HMM slides | ||
| 9 | 26 Mar | Bayes Nets: Representation | Bishop 8.1,8.2 | Bayes Net Slides | |
| 28 Mar | Bayes Nets: Exact Inference | Bishop 8.4 | |||
| 10 | 2 Apr | Bayes Nets: Approximate Inference | Bishop 11.1 - 11.3 | Bayesian Networks | |
| 4 Apr | Bayes Nets: Learning | Tutorial on learning BNs (read sec. 2,3,5,7,8,11) | Learning BNs Slides | ||
| 11 | 9 Apr | Reinforcement Learning | RL PPT | ||
| 11Apr | Reinforcement Learning | RL Notes | Reinforcement Learning | ||
| 12 | 16Apr | Reinforcement Learning | RL Notes2 | ||
| 18 Apr | Genetic Algorithms | GA Notes | Genetic Algorithms | ||
| 13 | 23 Apr | Game Theory | Hauert Paper | Games slides | |
| 25 Apr | Game Theory | ||||
| 14 | 30 Apr | Review | Zhu:games | ||
| 2 May | Second Exam | Practice Final |