ML CS303, Odd Sem 2025-26, DTU
A2 Batch, 3rd Year
Mon 2-3 PM in AB4 015, Thu 2-3 PM and Fri 12-1 PM in AB4 315
Instructor: Garima Chhikara
Email: garimachhikara@dtu.ac.in
Links:
| Class No. | Date | Topic | Class Notes | Supplementary Material |
| 1 | 4 Aug 2025 | Introduction | Aug 4 | |
| 2 | 7 Aug 2025 | Linear Regression | Aug 7 | Notes Video |
| 3 | 8 Aug 2025 | Linear Regression Example | Aug 8 | |
| 4 | 11 Aug 2025 | Logistic Regression | Aug 11 | Notes Video |
| 5 | 18 Aug 2025 | Logistic Regression | Aug 18 | |
| 6 | 21 Aug 2025 | KNN, Naive Bayes | Aug 21 | Notes Video Video |
| 7 | 22 Aug 2025 | Decision Trees | Aug 22 | Notes Video |
| 8 | 26 Aug 2025 | Decision Trees | Aug 26 | |
| 9 | 1 Sep 2025 | SVM | Sep 1 | Notes Video |
| 10 | 8 Sep 2025 | SVM | Sep 8 | |
| 11 | 11 Sep 2025 | Classification Metrics | Sep 11 | Video Video Video Video |
| 12 | 15 Sep 2025 | Classification Metrics | Sep 15 | |
| 13 | 10 Oct 2025 | Neural Networks | Oct 10 | Video (Lec 1 to 39) |
| 14 | 13 Oct 2025 | Neural Networks Numerical | Oct 13 | |
| 15 | 16 Oct 2025 | Neural Networks Numerical | Oct 16 | |
| 30 Oct 2025 | Mid Term Sheets Shown | |||
| 16 | 3 Nov 2025 | Batching, Clustering: K-Means | Nov 3 | Video |
| 17 | 5 Nov 2025 | PCA | Nov 5 | Video (Lec 46 to 49) |
| 18 | 6 Nov 2025 | t-SNE, Fairness, Explainable AI | Nov 6 | Video Video Video |
| 19 | 7 Nov 2025 | Reinforcement Learning | Nov 7 | Video (Lec 1 to 6) |
| Unit | Topic | Resources |
| 1 | Random Variable | Link |
| Expectation and Variance of Discrete Random Variable | Link | |
| Expectation and Variance of Continuous Random Variable | Link | |
| Conditional Probability | Link | |
| Baye's Theorem | Link | |
| Probability Distribution | Link Link | |
| PDF, PMF, CDF | Link | |
| 2 | Handling Missing Data | Link |
| Outlier Detection | Link | |
| Categorical Data Encoding | Link | |
| Feature Scaling | Link | |
| Feature Selection Methods | Link Link | |
| Exploratory Data Analysis | Link | |
| Population and Sample | Link Link | |
| Sampling Techniques | Link |