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CFI Summer School 2022

This repository contains all the slides/notes used during the Summer School conducted at IIT Madras. The sessions were jointly conducted by Analytics Club and CVI, IIT Madras.

To access the session recordings, here's the link to the YouTube playlist: Summer School 2022.

To join the Microsoft Teams, use the Invite Link or use code 63fh2y3.

Tasks

Task Description Link Deadline
1 Data Visualization Challenge Task 1 July 11th 2022, 11:59 PM
2 Data Science Hackathon Task 2, Kaggle July 22nd 2022, 11:59 PM
3 Deep Learning Challenge Task 3 July 31st 2022, 11:59 PM

Sessions

Session Date Topic Contents Session Notes/Slides Recording
1 July 6th 2022 Intro to Python, Numpy and Pandas Python, GiT, Numpy, Pandas Session 1 Recording
2 July 8th 2022 Visualization using Matplotlib, Intro to Machine Learning Matplotlib, Linear/Logistic/Polynomial Regression Session 2 Recording
3 July 11th 2022 Understanding Machine Learning Models (Part 1) KNNs, SVMs, Naive Bayes, Performance Metrics Session 3 Recording
4 July 13th 2022 Understanding Machine Learning Models (Part 2) Tree-based Models, Ensemble Methods, Recommendation Systems Session 4 Recording
5 July 15th 2022 Introduction to Deep Learning (Part 1) Neural Networks, McCulloch Pitts Neuron, Thresholding Logic, Perceptron Learning, MLP Session 5 Recording
6 July 18th 2022 Introduction to Deep Learning (Part 2) In-depth tutorial on Back-Propagation and Gradient Descent Session 6 Recording
7 July 20th 2022 Strategies for training Neural Nets & Intro to OpenCV Regularisation, Normalization, Other types of Regression, OpenCV, Convolutional Neural Networks Session 7 Recording
8 July 22nd 2022 State-of-the-art Models, Intro to NLP and RL AlexNet, VGGNet, GoogLeNet, ResNet, NLP Models Session 8 Recording