summer-school-2022's Introduction

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

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