IIT Kanpur Intensive Training School (ITS) on PYTHON
for Data Science, Machine Learning, and Deep Learning
6th to 26th May 2023
for Data Science, Machine Learning, and Deep Learning
6th to 26th 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 6th to 26th 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 |