Autumn Semester 2026
Department of Computer Science & Engineering
Indian Institute of Technology Kharagpur
This course introduces the fundamental concepts and algorithms of Machine Learning.
NC321 (Roll numbers ending with odd digits)
NC322 (Roll numbers ending with even digits)
Wednesday 11:00–11:55 AM
Thursday 12:00–12:55 PM
Friday 08:00–08:55 AM
New Course website launched.
| Topic | Section 1 | Section 2 |
|---|---|---|
| Introduction | Introduction.pptx Breif_History.pdf |
Introduction and probability Basics |
| Probability Primer | Probability_Primer.pdf | |
| MLE and MAP | MLE_MAP.pdf | MLE MAP |
| Linear and Logistic Regression | Linear_and_Logistic_Regression.pdf | Linear Regression Regularization Logistic Regression |
| Naive Bayes | Naive Bayes.pdf | Naive Bayes |
| Bias, Variance | Bias_Variance.pdf | Bais Variance |
| Decision Trees | Decision_Trees.pdf | Decision Tree |
| Perceptron | Perceptron.pdf | Perceptron |
| Neural Networks | Neural_Networks.pdf | Neural Network |
| SVM | SVM | |
| PCA and LDA | PCA_LDA.pdf | PCA |
| Name | Contact Details |
|---|---|
| Owais Iqbal | ******** |
| Arkabrato Chakraborty | arkabrato@gmail.com |
| Prasenjit Karmakar | prasenjitkarmakar52282@gmail.com |
| Rahul Barman | barmanrahul@kgpian.iitkgp.ac.in |
| Mohit Kumar Singh | mohitks3000@gmail.com |
| Supon Mazumdar | suponmazumdar@gmail.com |