Lectures
Summary
- Github repo containing source code for lectures and notebooks
- Rendered Lecture notebooks
- YouTube playlist containing recordings
Content will get added here as the course progresses
| Lecture # | Date | Topic | Material |
|---|---|---|---|
| 0 | 06 Jan 2025 | Introduction and Logistics | |
| 1 | 07 Jan 2025 | NumPy | Notebook, Youtube |
| 2 | 08 Jan 2025 | Lab 1: NumPy | Colab |
| 3 | 13 Jan 2025 | Pandas | Notebook, Youtube |
| 4 | 14 Jan 2025 | Matplotlib | Notebook, Youtube |
| 5 | 15 Jan 2025 | Lab Viva 1 | |
| 6 | 20 Jan 2025 | Lab 2: Pandas | Colab |
| 7 | 21 Jan 2025 | Set Theory | Notebook, Slides |
| 8 | 22 Jan 2025 | Lab 2: Pandas (continued) | |
| 9 | 23 Jan 2025 | Jupyter Widgets | Notebook, YouTube |
| 10 | 23 Jan 2025 | More Set Theory Questions | Colab |
| 11 | 27 Jan 2025 | Set Theory (continued) | Slides, Handwritten Slides |
| 12 | 28 Jan 2025 | Probability | Slides1, Slides2, Handwritten Slides |
| 13 | 29 Jan 2025 | Lab Viva 2 | |
| 14 | 03 Feb 2025 | Conditional Probability & Independence | Slides Conditional, Slides Independence, Handwritten Slides |
| 15 | 04 Feb 2025 | Bayes Theorem & Total Probability | Slides, Handwritten Slides (continued) |
| 16 | 05 Feb 2025 | Quiz 1 | |
| 17 | 10 Feb 2025 | Random Variables + Quiz Discussion | Slides |
| 18 | 11 Feb 2025 | Probability Mass Function | Slides, Notebook, YouTube |
| 19 | 17 Feb 2025 | Discrete RVs and Expectation | Slides, Handwritten Slides PMF Expectation-Moments, Notebook, YT Video on Binomial & Poisson |
| 20 | 18 Feb 2025 | Moments | Slides, Handwritten Slides (continued), Handwritten Slides Continuous RV |
| 21 | 19 Feb 2025 | Lab Viva 3 | |
| 22 | 24 Feb 2025 | Continuous RVs and Coin-Flip Game | Notebook Expectation, Notebook PDF Continuous RV |
| 23 | 25 Feb 2025 | Expectation and Moments of Continuous RVs | Handwritten Slides PDF Expectation-Moments, Notebook Expectation, Notebook PDF Continuous RV [continued] |
| 24 | 17 Mar 2025 | Cumulative Distribution Function | Handwritten Slides CDF, Notebook CDF |
| 25 | 18 Mar 2025 | Joint PDF and CDF + 2D Distributions + Geogebra | Slides Joint PDF and CDF, Notebook 2D Distributions, HuggingFace Spaces, Double Integrals Video, Instructor’s Demo on Geogebra |
| 26 | 24 Mar 2025 | Joint Expectation | Slides Joint Expectation, Notebook Embeddings, Handwritten Slides Joint Expectation |
| 27 | 25 Mar 2025 | Correlation & Covariance | Slides Covariance, Notebook Joint Distributions, Handwritten Slides Joint Expectation |
| 28 | 1 Apr 2025 | Conditional Distributions | Slides |
| 29 | 2 Apr 2025 | Sum of Random Variables | Handwritten Slides Sum of RVs, Slides Sum of RVs, Slides X+Y, YouTube Video, Notebook Sum of RVs |
| 30 | 5 Apr 2025 | Transformation of RVs | Slides Transformation, Notebook Transformation |
| 31 | 7 Apr 2025 | Law of Large Numbers & Inequalities | Handwritten Slides LLN, Slides Jensen’s Inequality, Slides Markov and Chebyshev Inequality, Notebook LLN, Streamlit App LLN/CLT |
| 32 | 15 Apr 2025 | Random Vectors & Multi-Variate Normal Distribution | Slides Derivation of Bivariate Normal Distribution, Slides Random Vector, Slides Multi-dimensional Gaussian, Slides Gaussian Whitening, Notebook Random Vectors, Streamlit App Normal Shape |
| 33 | 16 Apr 2025 | Principal Component Analysis | Slides PCA, 3B1B Video Eigenvalues & Eigenvectors |