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Tuesday |
Thursday |
| Week 1 (Aug 20 -- Aug 24) |
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Overview of the course (PDF)
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Overview of the data mining process (PDF)
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| Week 2 (Aug 27 -- Aug 31) |
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| Week 3 (Sept 3 -- Sept 7) |
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| Week 4 (Sept 10 -- Sept 14) |
- Logistic Regression (Slides)
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Support Vector Machines (Slides)
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Decision Trees (PDF)
- Quiz 1
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| Week 5 (Sept 17 -- Sept 21) |
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Bagging and Random Forests (PDF)
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| Week 6 (Sept 24 -- Sep 28) |
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Neural Networks (1) (See piazza for slides.)
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- Quiz 2: Covering Logistic Regression, Support Vector Machines, Decision Tree, Bagging, and Random Forests
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Neural Networks (2) (See piazza for slides.)
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| Week 7 (Oct 1 -- Oct 5) |
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Lecture rescheduled to Oct 19 (3:30 to 4:45 in B134)
Covering Neural Network (4)
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Neural Networks (3) (See piazza for slides.)
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| Week 8 (Oct 8 -- Oct 12) |
- No class. (October break)
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Neural Networks (5) (See piazza for slides.)
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| Week 9 (Oct 15 -- Oct 19) |
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Mid-term Exam (Covering all topics, up to and including Neural Network (2))
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| Week 10 (Oct 22 -- Oct 26) |
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Neural Networks (6) (See piazza for slides.)
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Neural Networks (9) (See piazza for slides.)
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| Week 11 (Oct 29 -- Nov 2) |
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Recurrent Neural Networks (See piazza for slides.)
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- Quiz 3: Covering Neural Networks (3,4,5,6,9)
- No new slides
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| Week 12 (Nov 5 -- Nov 9) |
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- Lecture rescheduled to Friday Nov 16 (3:45pm to 5pm in LWSN B134). Continue coverage of Map Reduce.
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| Week 13 (Nov 12 -- Nov 16) |
- Guest Lecture on Adversarial Data Mining by Shiqing Ma. See Piazza for slides.
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- Guest Lecture on Adversarial Machine Learning by Shiqing Ma. See Piazza for slides.
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| Week 14 (Nov 19 -- Nov 23) |
- Apache Spark (See piazza for slides)
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| Week 15 (Nov 26 -- Nov 30) |
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| Week 16 (Dec 3 -- Dec 7) |
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