Organized by: Department of Mathematics
Event Name:3-Day Student Development Programme
Mode of Conduct: Offline
Date: 11th Aug 2025

About Event

Objectives
• To provide an understanding of the linear algebra, probability, and calculus fundamentals required for AI.
• To explain the role of optimization techniques in training machine learning models.
• To demonstrate mathematical modeling for neural networks and deep learning.
• To equip students with skills to apply mathematical tools for solving real-world AI problems.
Outcomes
• Relate key mathematical concepts to AI model development.
• Implement mathematical computations in Python for AI applications.
• Understand the mathematical reasoning behind algorithms such as linear regression, logistic regression, and neural networks.
• Apply optimization methods for improving model accuracy.