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AI Club Summer School 2023

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

Tasks

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

Sessions

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