IIT Kanpur Intensive Training School (ITS) on PYTHON
             for Data Science and Data Analytics
                     13^th to 26^th August 2022

      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 (DS) and Data Analytics (DA) from 13^th to 26^th August, 2022

	13th August, 2022
12:00 PM - 12:30 PM	Zoom Test Session and PYTHON check
	Week-1
	15th August, 2022
06:00 PM - 7:30 PM	Lecture 1: Introduction to Data Science
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 1: Introduction to Programming in PYTHON
	16th August, 2022
6:00 PM - 7:30 PM	Project 2: PANDAS Package in PYTHON for Data Analysis
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Lecture 2: Basics of Statistical Analysis for Data Science
	17th August, 2022
06:00 PM - 07:30 PM	Project 3: PANDAS tools and Data Handling
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Lecture 3: Data Correlation Properties and Analysis
	18th August, 2022
06:00 PM - 7:30 PM	Lecture 4: Basics of Probability for Data Analysis
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 4: PYTHON to Visualize Data Correlation – Boston Housing Dataset Project 5: Introduction to Random Data and Concept of Histogram
	19th August, 2022
06:00 PM - 7:30 PM	Lecture 5: Estimation of Probability Density Function (PDF) from data
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 6: PYTHON Seaborn Package for Data Visualization– Violin Plot, Swarm Plot
	20th August, 2022
10:00 AM - 11:30 AM	Problem Solving 1: Problem solving session for test/ job interview preparation
11:30 AM – 12:00 PM	Break
12:00 PM - 1:30 PM	Problem Solving 2: Problem solving session for test/ job interview preparation
	Week-2
	22nd August, 2022
06:00 PM - 7:30 PM	Lecture 6: Matrices and Matrix Properties for Data Analysis
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 7: Seaborn Plots - Box Plot, Strip Plot for Data Visualization using PYTHON
	23rd February, 2022
06:00 PM - 7:30 PM	Lecture 7: Linear Algebra and Matrix Decompositions for Data Analytics
7:30 PM – 9:30 PM	Break
8:00 PM - 9:15 PM	Project 8: PYTHON NUMPY Package for Numerical Analysis
	24th August, 2022
06:00 PM - 7:30 PM	Lecture 8: Principal Component Analysis (PCA) for Data Compression
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 9: PYTHON-Based Linear Algebra
	25th August, 2022
06:00 PM - 7:30 PM	Project 10: PYTHON MATPLOTLIB Package for Plotting
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 11: PYTHON-Based PCA for Data Analysis using IRIS Dataset
	26th August, 2022
06:00 PM - 7:30 PM	Lecture 9: Regression Modeling and Prediction for Business Analysis
7:30 PM – 8:00 PM	Break
8:00 PM - 9:15 PM	Project 12: Regression Analysis using the IRIS Dataset Project 13: Regression Modeling of House Prices using Boston Housing Dataset