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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, 12 Noon

Sessions

Session Date Topic Contents Session Notes/Slides Recording
1 July 6th 2022 Introduction to Python, Numpy and Pandas Python, GiT, Numpy, Pandas Session 1 Recording
2 July 8th 2022 Visualization using Matplotlib, Introduction to Machine Learning Matplotlib, Linear/Logistic/Polynomial Regression Session 2 Recording
3 July 11th 2022 Understanding Machine Learning Models (Part 1) Simple Vector Machines, Naive Bayes, Performance Metrics To be updated To be updated
4 July 13th 2022 Understanding Machine Learning Models (Part 2) Tree-based Models, Ensemble Methods, Recommendation Systems To be updated To be updated
5 July 15th 2022 Introduction to Deep Learning (Part 1) Neural Networks, McCulloch Pitts Neuron, Thresholding Logic, Perceptron Learning Algorithm and Convergence, Multilayer Perceptrons To be updated To be updated
6 July 18th 2022 Introduction to Deep Learning (Part 2) Back-Propagation and Gradient Descent and other varients To be updated To be updated
7 July 20th 2022 Strategies for training Neural Networks and Introduction to OpenCV Regularisation, Normalization, OpenCV To be updated To be updated
8 July 22nd 2022 State-of-the-art Models, Brief on Natural Language Processing and Reinforcement Learning AlexNet, VGGNet, GoogLeNet, ResNet, NLP Models To be updated To be updated

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  • Jupyter Notebook 100.0%