This repository contains all the slides/notes used during the Summer School conducted at IIT Madras.
All the session recordings are present in this YouTube playlist - Link
| Task | Description | Link | Deadline |
|---|---|---|---|
| 1 | Data Visualization Challenge | Task 1 | July 15th 2023, 11:59 PM |
| 2 | Kaggle Contest | Task 2, Kaggle | July 27th 2023, 11:59 PM |
| Session | Date | Topic | Session Notes/Slides | Recording |
|---|---|---|---|---|
| 1 | July 7th 2023 | Intro to Python, Numpy, Pandas and Matplotlib | Session 1 | Recording |
| 2 | July 10th 2023 | Linear, Logistic and Polynomial Regression | Session 2 | Recording |
| 3 | July 12th 2023 | KNNs, SVMs, Naive Bayes Classifiers | Session 3 | Recording |
| 4 | July 14th 2023 | Decision Trees, Random Forest and Ensemble methods | Session 4 | Recording |
| 5 | July 17th 2023 | Intro to Deep Learning, Neural Networks, Pytorch basics | Session 5 | Recording |
| 6 | July 19th 2023 | Add-ons to improve model performance: Data preprocessing, Feature Engineering, Regularization, Optimizers | Session 6 | Recording |
| 7 | July 21st 2023 | CNNs (Theory and Implementation) | Session 7 | Recording |
| 8 | July 24th 2023 | Object Detection - Haar Cascade, HOGs, RCNN, YOLO | Session 8 | Recording |
| 9 | July 26th 2023 | Intro to Reinforcement Learning | Session 9 | Recording |