| Date |
Lecture |
Deadlines and handouts |
New Video (Fall 16) |
Old Video (Fall 15) |
Quizzes (info) |
Lecture Notes |
| Tue, 01/17 |
Lecture #0: Course Introduction and Motivation |
Homework 0 released, not graded |
link |
link |
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| Thu, 01/19 |
Lecture #1: Introduction to Machine Learning |
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link |
link |
Quiz 1 (due 01/23 @ 11:59 PM) |
link |
| Tue, 01/24 |
Lecture #1: Introduction to Machine Learning |
Homework 0 solutions released |
link |
link |
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| Thu, 01/26 |
Lecture #2: Decision Trees |
Homework 1 (Release: 01/25, Due: 02/03) |
link |
link |
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link |
| Tue, 01/31 |
Lecture #2: Decision Trees |
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link |
link |
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| Thu, 02/02 |
Lecture #4: On-Line Learning |
Homework 2 (Release: 02/03, Due: 02/15) |
link |
link |
Quiz 2 (due 02/06 @ 11:59 PM) |
link |
| Tue, 02/07 |
Lecture #4: On-Line Learning |
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link |
link |
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| Thu, 02/09 |
Lecture #4: On-Line Learning |
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link |
link |
Quiz 3 (due 02/13 @ 11:59 PM |
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| Tue, 02/14 |
Lecture #4: On-Line Learning:Kernels |
Homework 3 (Release: 02/15, Due: 02/27) |
link |
link |
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link |
| Thu, 02/16 |
Lecture #4: On-Line Learning:Kernels |
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link |
link (from Fall '14) |
Quiz 4 (due 02/20 @ 11:59 PM) |
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| Tue, 02/21 |
Lecture #5: Computational Learning Theory |
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link |
link |
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link |
| Thu, 02/23 |
Lecture #5: Computational Learning Theory |
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link |
link |
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| Tue, 02/28 |
Lecture #6: Boosting |
Homework 4 (Release: 02/27, Due: 03/10) |
link |
link |
Quiz 5 (due 03/03 @ 11:59 PM) |
link |
| Thu, 03/02 |
Lecture #8: Support Vector Machines |
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link |
link |
Quiz 6 (due 03/06 @ 11:59 PM) |
link |
| Tue, 03/07 |
Lecture #7: Multiclass Classification |
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link |
link |
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link |
| Thu, 03/09 |
Lecture #7: Multiclass Classification |
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link |
link |
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| Tue, 03/14 |
Mid-Term review |
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link |
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| Thu, 03/16 |
Mid-Term Exam (in class) |
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| Tue, 03/21 |
Spring break (No class) |
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| Thu, 03/23 |
Spring break (No class) |
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| Tue, 03/28 |
Lecture #7: Multiclass Classification |
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link |
link |
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link |
| Thu, 03/30 |
Lecture #6: Neural Networks |
Homework 5 released |
link |
link |
Quiz 7 (due 04/03 @ 11:59 PM) |
link |
| Tue, 04/04 |
Lecture #6: Neural Networks |
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link |
link |
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link |
| Thu, 04/06 |
No class |
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link |
link |
Quiz 8 (due 04/10 @ 11:59 PM) |
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| Tue, 04/11 |
Lecture #9: Bayesian Learning |
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link |
link |
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link |
| Thu, 04/13 |
Lecture #9: Bayesian Learning |
Homework 6 released: 4/12 due: 4/20 |
link |
link |
Quiz 9 (due 04/17 @ 11:59 PM) |
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| Tue, 04/18 |
Lecture #10: The EM Algorithm |
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link |
link |
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| Thu, 04/20 |
Lecture #11: Learning Probability Distributions |
Homework 7 released: 4/20 due: 5/1 |
link |
link |
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| Tue, 04/25 |
Lecture #11: Learning Probability Distributions |
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| Thur, 04/27 |
Lecture #12: Clustering |
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Quiz 10 (due 05/01 @ 11:59 PM) |
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| Tue, 05/02 |
Final review and discussion |
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link |
link |
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| Tue, 05/09 |
Final Exam |
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