Evaluation
Resources
S.N | Topic | Slides | Notes | External References |
---|---|---|---|---|
1. | Introduction | Slides | .. | |
2. | Basic Math Review | Slides | Notes | |
3. | Basic Math Continuation | Slides | Notes | .. |
4. | Basics of Probability | Slides | .. | |
5. | Linear Regression | Slides | ||
6. | Polynomial Regression | Slides | ||
7. | Ridge and Lasso Regression | Slides | ||
8. | Q.N on Lasso and Ridge Regression | .. | Notes | Visualization of regularization |
9. | Least squares solution for classification | Slides | Notes | |
10. | Bias Variance Tradeoff | Slides | Notes | |
Tutorials
S.N | Material |
---|---|
1. | Tutorial-1(Self Practice) |
2. | Tutorial-2 (on Assignment-1 and Contour plots) |
3. | Quiz-1 |
Assignments
S.N | Assignmnet | Release Date | Submission Date |
---|---|---|---|
1. | Assignment-1 | 17/08/2024 | 31/08/2024 |