ACM India Winter School 2025: AI and Finance

Official Pre-Summit Event of the AI Impact Summit 2026

An intensive 6-day program exploring the intersection of Artificial Intelligence and Financial Engineering

December 8-13, 2025
IIIT Hyderabad
Students, Researchers & Practitioners

Announcement

ACM Winter School Selected as Official Pre-Summit Event

We are thrilled to announce that the ACM India Winter School 2025 on AI and Finance has been officially selected as a pre-summit event for the prestigious AI Impact Summit 2026.

The AI Impact Summit 2026, hosted by Ministry Of Electronics & Information Technology, is a flagship event that brings together leading researchers, industry experts, and policymakers to discuss the transformative impact of artificial intelligence across various sectors. Our winter school's focus on the intersection of AI and Finance aligns perfectly with the summit's vision of showcasing AI's real-world applications.

What to Expect?

The AI and Finance winter school will give participants an exposition to basic topics/concepts in finance while covering important techniques from AI that are used in financial engineering. The school will be of interest to students, researchers and practitioners who want to learn about the intersection of AI and Finance.

Topics to be Covered

Financial Foundations

Probability for finance, financial instruments and portfolios, portfolio theory, option pricing, and risk measures

AI & Machine Learning

Neural networks, diffusion models, transformers, attention mechanisms, and deep reinforcement learning

Mathematical Methods

Stochastic calculus, Markov chains, MDPs, Monte Carlo simulation, and optimization techniques

AI Applications in Finance

Reinforcement learning for portfolio optimization, time series modeling, and leveraging AI in securitized products

Hands-on Sessions

Practical tutorials on neural networks, portfolio theory, RL algorithms, and time series modeling

Industry Insights

Keynote presentations from leading experts in AI and Finance from academia and industry

Prerequisites

Basic knowledge of Probability, Statistics, Linear Algebra, Optimization and Programming (preferably in Python)

Software Required

Python

Speakers

Learn from distinguished experts in AI and Finance from leading academic institutions and industry organizations.

Keynote Speakers

Distinguished keynote speakers who will deliver inspiring presentations on cutting-edge topics in AI and Finance.

Schedule

A 6-day program with lectures, hands-on sessions, and keynote presentations.

Day 1 - December 8th, 2025
9:00 - 10:30 AM
Probability for finance
Prof. Shashi Jain
10:30 - 11:00 AM
Break
11:00 - 12:30 PM
Introduction to financial instruments and portfolios
Dr. Sukrit Mittal
12:30 - 2:00 PM
Lunch
2:00 - 3:30 PM
Introduction to Stochastic calculus
Prof. Shashi Jain
3:30 - 4:00 PM
Break
4:00 - 5:30 PM
Neural Networks hands on
Prof. Charu Sharma
Day 2 - December 9th, 2025
9:00 - 10:30 AM
Introduction to Stochastic calculus
Prof. Shashi Jain
10:30 - 11:00 AM
Break
11:00 - 12:30 PM
Introduction to portfolio theory
Dr. Sukrit Mittal
12:30 - 2:00 PM
Lunch
2:00 - 3:30 PM
Option pricing and black scholes formula
Prof. Shashi Jain
3:30 - 4:00 PM
Break
4:00 - 5:30 PM
Hands on with Portfolio theory
Dr. Sukrit Mittal
Day 3 - December 10th, 2025
9:00 - 10:30 AM
Introduction to Markov chains and MDPs
Prof. Gugan Thoppe
10:30 - 11:00 AM
Break
11:00 - 12:30 PM
Monte Carlo simulation for Finance
Prof. Anand Deo
12:30 - 2:00 PM
Lunch
2:00 - 3:30 PM
Introduction to Tabular RL
Prof. Gugan Thoppe
3:30 - 4:00 PM
Break
4:00 - 5:30 PM
Monte Carlo simulation for Finance
Prof. Anand Deo
Day 4 - December 11th, 2025
9:00 - 10:30 AM
Diffusion models, Transformers, Attention
Prof. Makarand Tapaswi
10:30 - 11:00 AM
Break
11:00 - 12:30 PM
Deep RL
Prof. Gugan Thoppe
12:30 - 2:00 PM
Lunch
2:00 - 3:30 PM
Leveraging AI in Securitized Products
Someshwar Marepalli
3:30 - 4:00 PM
Break
4:00 - 5:30 PM
Hands on RL tutorial
Prof. Gugan Thoppe
Day 5 - December 12th, 2025
9:00 - 10:30 AM
Keynote 1: Machine Learning in Quantitative Equities Research
Hemang Mandalia
10:30 - 11:00 AM
Break
11:00 - 12:30 PM
Stochastic and Distributionally robust optimization
Prof. Anand Deo
12:30 - 2:00 PM
Lunch
2:00 - 3:30 PM
Long and Short on LLMs
Prof. Manish Shrivastava
3:30 - 4:00 PM
Break
4:00 - 5:30 PM
Hands on tutorial from AlphaGrep
TBD
Day 6 - December 13th, 2025
9:00 - 10:30 AM
Keynote 2
Prof. Sandeep Juneja
10:30 - 11:00 AM
Break
11:00 - 12:30 PM
Time series modeling
Dr. Sukrit Mittal
12:30 - 2:00 PM
Lunch
2:00 - 3:30 PM
Risk measures
Prof. Anand Deo
3:30 - 4:00 PM
Break
4:00 - 5:30 PM
Hands on with time series modeling
Dr. Sukrit Mittal

Registration

Registration Deadline: October 6th, 2025
Application Fee: ₹150 + 18% GST
Registration Fee: ₹3000 + 18% GST

Ready to Join Us?

Register now for the ACM India Winter School 2025 on AI and Finance. Don't miss this opportunity to learn from leading experts!

Register Now

Important Notes:

• Please ensure you meet the prerequisites before applying

• Selected participants will be notified in early November 2025

• Accommodation assistance available for outstation participants

Contact Information

For inquiries and more information about the winter school, please contact the organizers:

Academic Coordinators

Dr. Sukrit Mittal

Contact Information

Venue

Location: IIIT Hyderabad
Address: C R Rao Road, Gahibowli, 500032