IIT Kanpur Intensive Training School (ITS) on PYTHON












for Data Science, Machine Learning, and Deep Learning









6^th to 26^th May 2023

      Organized by Prof. Aditya K. Jagannatham, EE Department, IIT Kanpur

Below is the detailed day-to-day & slot-wise program with Lecture Modules & Hands-On Coding Sessions for the   IIT Kanpur Intensive Training School (ITS) on PYTHON for Data Science, Machine Learning and Deep Learning from 6^th to 26^th May, 2023

	6th May , 2023
12:00 PM - 12:30 PM	Zoom Test Session
	Week-1
	8th May, 2023
06:00 PM - 7:30 PM	Lecture 1: Matrices and Matrix Analysis for Data Science
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 1: PANDAS tools and Data Handling
	9th May, 2023
6:00 PM - 7:30 PM	Lecture 2: Linear Algebra and Matrix Decompositions for Data Analytics
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Lecture 3: Principal Component Analysis (PCA) for Data Compression
	10th May , 2023
06:00 PM - 07:30 PM	Lecture 4: Statistical Analysis for Data Science
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 2: PANDAS Package in PYTHON for Data Analysis
	11th May, 2023
06:00 PM - 7:30 PM	Lecture 6: Linear Regression Based Prediction for Machine Learning
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 3: PYTHON Seaborn Package for Data Visualization– Violin Plot, Swarm Plot
	12th May, 2023
06:00 PM - 7:30 PM	Lecture 5: Probability and PDF for Data Analysis
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 5: PYTHON to Visualize Data Correlation – Boston Housing Dataset Project 6: PYTHON-Based PCA for Data Analysis using IRIS Dataset
	Week-2
	15th May, 2023
06:00 PM - 7:30 PM	Project 4: Seaborn Plots - Box Plot, Strip Plot for Data Visualization using PYTHON
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 7: IRIS Dataset Regression using PYTHON Project 8: Boston Housing Price Analysing using PYTHON-Based Regression
	16th May, 2023
06:00 PM - 7:30 PM	Lecture 7: Logistic Regression-Based Machine Learning
7:30 PM – 9:30 PM	Break
9:30 PM - 10:45 PM	Project 9: SCIKIT Package for Logistic Regression using Purchase/ Shopping Data
	17th May, 2023
06:00 PM - 7:30 PM	Lecture 8: Support Vector Classifier (SVC) for Machine Learning- Convexity and Convex Optimization
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Lecture 10: Discriminant Analysis (LDA) Based Data Classification
	18th May, 2023
06:00 PM - 7:30 PM	Lecture 9: Naïve Bayes Technique for Machine Learning
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 10: IRIS Data Set classification using PYTHON-Based SVC Project 11: Breast Cancer Dataset Analysis using SVC
	19th May, 2023
06:00 PM - 7:30 PM	Lecture 11: K-Means Data Clustering for Machine Learning
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 12: Naïve Bayes Clustering of Purchase Dataset using SCIKIT
	Week-3
	22nd May, 2023
06:00 PM - 7:30 PM	Lecture 13: Introduction to Neural Networks (NNs)
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 13: Discriminant Based Data Classification using IRIS Data Set Project 14: Clustering Analysis using PYTHON
	23rd May, 2023
06:00 PM - 7:30 PM	Lecture 12: Decision Tree Classifiers (DTC) for Machine Learning (ML)
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 15: Building a Decision Tree Classifier for IRIS Dataset using PYTHON Project 16: Building a Decision Tree Classifier using the Purchase Logistic Data Set
	24th May, 2023
06:00 PM - 7:30 PM	Lecture 14: Deep Learning, Multi-layer Neural Networks
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 17: Building a Neural Network using PYTHON for the Boston Dataset
	25th May, 2023
06:00 PM - 7:30 PM	Lecture 15: Convolutional Neural Networks
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 18: Neural Network for analysis of Mobile Prices Dataset Project 19: Deep Learning for Fashion Classification using the MNIST Fashion Data Set
	26th May, 2023
06:00 PM - 07:30 PM	Project 20: Deep Learning for Digit Classification using Digit Data Set Project 21: Deep Learning using the CIFAR Dataset
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 22: IMDB Dataset and Deep Learning for Movie Rating Classification