IIT Kanpur Certification Program on PYTHON
for Artificial Intelligence, Machine Learning, and Deep Learning
1st to 28th June 2024
for Artificial Intelligence, Machine Learning, and Deep Learning
1st to 28th June 2024
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 IIT Kanpur Certification Program on PYTHON for Artificial Intelligence, Machine Learning, and Deep Learning from 1st to 28th June 2024
| 1stJune, 2024 | |
| 12:00 PM - 12:30 PM | Zoom Test Session |
| Week-1 | |
| 3rd June, 2024 | |
| 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 |
| 4th June, 2024 | |
| 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 |
| 5th June, 2024 | |
| Break Day | 6th June, 2024 |
| 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 June, 2024 | |
| 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 | Week-2 |
| 10th June, 2024 | |
| 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 |
| 11th June, 2024 | |
| 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 June, 2024 | |
| Break Day | 13th June, 2024 |
| 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 | 14th June, 2024 |
| 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 | Week-3 |
| 17th June, 2024 | |
| Holiday | 18th June, 2024 |
| 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 |
| 19th June, 2024 | |
| Break Day | |
| 20th June, 2024 | |
| 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 |
| 21st June, 2024 | |
| 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 | Week-4 | 24th June, 2024 |
| 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 | 25th June, 2024 |
| 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 |
| 26th June, 2024 | |
| Break Day | 27th June, 2024 |
| 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 | 28th June, 2024 |
| 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 |