on Folio for more details,
such as prerequisites, textbook, topics, objectives, learning outcomes,
assessment plan, course policies, etc.
| Date | Topics | Resources |
| Week 1: 01/13 – 01/19 |
Class begins on 01/13!
Class 1:
Class 2:
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Tutorials:
Cheat Sheet:
Useful Collections:
YouTube:
Other:
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Papers with Code: a free and open resource with Machine Learning papers, code, datasets, methods and evaluation tables
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| Week 2: 01/20 – 01/26 |
Class 1:
- Introduction to Python and Anaconda
Class 2:
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Videos:
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Assignment 1 (Introduction to Machine Learning)
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| Week 3: 01/27 – 02/02 |
Class 1:
Class 2:
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Videos:
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| Week 4: 02/03 – 02/09 |
Class 1:
Class 2:
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Videos
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Assignment 2 (Linear regression)
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| Week 5: 02/10 – 02/16 |
Class 1:
Class 2:
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Videos
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Assignment 3 (Logistic regression)
Assignment 4 (Classification)
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| Week 6: 02/17 – 02/23 |
Class 1:
Class 2:
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Videos:
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Assignment 5 (Datasets)
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| Week 7: 02/24 – 03/02 |
Class 1:
Class 2:
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Videos:
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Assignment 6 (Data Preprocessing)
|
| Week 8: 03/03 – 03/09 |
Class 1:
Class 2:
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Videos:
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Please provide your rough ideas about your Project! |
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Assignment 7 (Machine Learning Problem Framing)
|
| Week 9: 03/10 – 03/16 |
Class 1:
Class 2:
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Videos:
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Assignment 8 (Decision Tree and Forest)
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| Week 10: 03/17 – 03/23 |
Spring break for students – No classes
|
| Week 11: 03/24 – 03/30 |
Class 1:
Class 2:
No Zoom lecture.
This class is for students to work on the coding competition and your course project.
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Videos:
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Assignment 9 (Clustering)
Assignment 10 (Neural networks)
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| Week 12: 03/31 – 04/06 |
Class 1:
Class 2:
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Videos:
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| Week 13: 04/07 – 04/13 |
Class 1:
Class 2:
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Videos:
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| Week 14: 04/14 – 04/20 |
Class 1:
Class 2:
- Presentations for competitions and projects (TBD)
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Videos:
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| Week 15: 04/21 – 04/27 |
- Presentations for competitions and projects
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| Week 16: 04/28 – 05/04 |
- Presentations for competitions and projects
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All Coding Competitions. Deadline: 11:59 pm, 05/04/2025
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| Week 17: 05/05 – 05/11 |
The last day of classes is 05/05. We actually have no classes this week.
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Project. Deadline: 11:59 pm, 05/05/2025
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