| 1 |
Introduction |
March 5, 2025 |
Slides, Notes, Notes code
|
| 2 |
Introduction to Python and NumPy |
March 7, 2025 |
Code |
| 3 |
Feature Reduction: PCA + Exercise |
March 12, 2025 |
Slides, Notes, Notes code, Exercise, Solution
|
| 4 |
Linear Regression |
March 14, 2025 |
Slides, Notes, Notes code
|
| 5 |
Linear Regression Exercise |
March 19, 2025 |
Exercise, Solution
|
| 6 |
Classifiers: Part 1 |
March 21, 2025 |
Slides, Notes
|
| 7 |
Classifiers: Part 2 |
March 24, 2025 |
Slides |
| 8 |
Classifier Exercise |
March 28, 2025 |
Exercise, Solution
|
| 9 |
Clustering |
April 4, 2025 |
Slides, Notes
|
| 10 |
Clustering Exercise |
April 7, 2025 |
Exercise, Solution
|
| 11 |
Decision trees and Ensemble Methods |
April 11, 2025 |
Slides, Notes
|
| 12 |
Ensemble Methods Exercise |
April 18, 2025 |
Exercise, Solution
|
| 13 |
Introduction to PyTorch |
April 28, 2025 |
Code |
| 14 |
Neural Networks: part 1 |
May 5, 2025 |
Slides |
| 15 |
Neural Networks: part 2 |
May 12, 2025 |
|
| 16 |
Neural Networks Exercise |
May 16, 2025 |
|
| 17 |
CNN: Part 1 |
May 19, 2025 |
|
| 18 |
CNN Exercise |
May 23, 2025 |
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| 19 |
CNN: Part 2 + XAI |
May 26, 2025 |
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| 20 |
CNN Exercise - Captum |
May 30, 2025 |
|
| 21 |
Transformers (Foundation Models + Prompting) |
Jun 6, 2025 |
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| 22 |
Transformers Exercise |
Jun 9, 2025 |
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