IIT Kanpur Intensive Training School (ITS) on PYTHON
for Machine Learning, Neural Networks and Deep Learning
2nd to 22nd December 2023
for Machine Learning, Neural Networks and Deep Learning
2nd to 22nd December 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 Machine Learning, Neural Networks and Deep Learning from 2nd to 22nd December 2023
| 2ndDecember , 2023 | |
| 12:00 PM - 12:30 PM | Zoom Test Session |
| Week-1 | |
| 4th December, 2023 | |
| 06:00 PM - 7:30 PM | Lecture 1: Introduction to Machine Learning (ML) |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Lecture 2: Basics of Linear Algebra for Machine Learning |
| 5th December, 2023 | |
| 6:00 PM - 7:30 PM | Lecture 3: Linear Regression Based Prediction for Machine Learning |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Project 1: IRIS Dataset Regression using PYTHON | 6th December, 2023 |
| 06:00 PM - 07:30 PM | Lecture 4: Logistic Regression-Based Machine Learning |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Project 2: Boston Housing Price Analysing using PYTHON-Based Regression |
| 7th December, 2023 | |
| 06:00 PM - 7:30 PM | Lecture 5: Support Vector Classifier (SVC) for Machine Learning- Convexity and Convex Optimization |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Project 3: SCIKIT Package for Logistic Regression using Purchase/ Shopping Data |
| 8th December, 2023 | |
| 06:00 PM - 7:30 PM | Lecture 6: Naοve Bayes Technique for Machine Learning |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Project 4: IRIS Data Set classification using PYTHON-Based SVC | Week-2 | 11th December, 2023 |
| 06:00 PM - 7:30 PM | Lecture 7: Discriminant Analysis (LDA) Based Data Classification |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Project 5: Breast Cancer Dataset Analysis using SVC | 12th December, 2023 |
| 06:00 PM - 7:30 PM | Lecture 8: Data Clustering for Machine Learning |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 09:15 PM | Project 6: Naοve Bayes Clustering of Purchase Dataset using SCIKIT | 13th December, 2023 |
| 06:00 PM - 7:30 PM | Lecture 9: Decision Tree Classifiers (DTC) for Machine Learning (ML) |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Project 7: Discriminant Based Data Classification using IRIS Data Set | 14th December, 2023 |
| 06:00 PM - 7:30 PM | Lecture 10: Introduction to Neural Networks (NNs) |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Project 8: Clustering Analysis using PYTHON | 15th December, 2023 |
| 06:00 PM - 7:30 PM | Project 9: Building a Decision Tree Classifier for IRIS Dataset using PYTHON |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Project 10: Building a Decision Tree Classifier using the Purchase Logistic Data Set | Week-3 | 18th December, 2023 |
| 06:00 PM - 7:30 PM | Lecture 11: Deep Learning, Multi-layer Neural Networks |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Project 11: Building a Neural Network using PYTHON for the Boston Dataset | 19th December, 2023 |
| 06:00 PM - 7:30 PM | Project 12: Neural Network for analysis of Mobile Prices Dataset |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Problem Solving 1: Problem solving session for test/ job interview preparation | 20th December, 2023 |
| 06:00 PM - 7:30 PM | Lecture 12: Convolutional Neural Networks |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Project 13: Deep Learning for Fashion Classification using the MNIST Fashion Data Set | 21st December, 2023 |
| 06:00 PM - 7:30 PM | Project 14: Deep Learning for Digit Classification using Digit Data Set |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Project 15: Deep Learning using the CIFAR Dataset | 22nd December, 2023 |
| 06:00 PM - 07:30 PM | Project 16: IMDB Dataset and Deep Learning for Movie Rating Classification |
| 7:30 PM 8:00 PM | Break |
| 8:00 PM - 9:15 PM | Problem Solving 2: Problem solving session for test/ job interview preparation |