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Welcome to the Home Page of
Mathukumalli Vidyasagar
Fellow of The Royal Society
Distinguished Professor &
SERB National Science Chair
Indian Institute of Technology Hyderabad
Email: M.Vidyasagar@iith.ac.in
Introduction to Modern AI
15 February -- 16 March 2022
Google Classroom:
Link
Slides of Lectures
- Introductory material PDF
- Notes for Module-1 PDF
- Notes for Module-2 PDF
- Notes for Module-3-1 PDF
- Notes for Module-3-2 PDF
- Notes for Module-3-3 PDF
- Notes for Module-3-4 PDF
- Notes for Module-3-5 PDF
- Notes for Module-4-1 PDF
- Notes for Module-4-2 PDF
Homework Assignments
- Homework Assignment 1 PDF
- Homework Assignment 2 PDF
- Homework Assignment 3 PDF
- Homework Assignment 4 PDF
- Practice Problems on Reinforcement Learning PDF
Matlab Dairies
- Matlab Diary for Linear Programming Example Text file
- Matlab Diary for Logistic Regression Example Text file
- Matlab data file for stopping time computation time example Text file
- Matlab Diary for stopping time computation example Text file
Codes for Neural Networks
- Support Vector Machine example code
- Neural network training example code
- Predicting likelihood of Diabetes using Keras code
- Database for Diabetes Example File
Codes for Reinforcement Learning
- List of codes (updated regularly) List
- Policy iteration routine, used by other code code
- Value iteration routine, used by other code code
- Generic policy iteration example code
- Snakes and Ladders value iteration code
- Snakes and Ladders policy iteration code
- Random value iteration code
- Random policy iteration code
Good repositories of Python codes:
link
link