Math For ML : Foundations to Frontiers

Math For ML : Foundations to Frontiers
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Details

"Math for ML: Foundations to Frontiers" is an event focused on bridging the gap between mathematics and machine learning. This event aims to provide participants with a solid foundation in the essential mathematical concepts that underpin machine learning algorithms and techniques. Attendees will explore a variety of topics including linear algebra, probability theory, optimization, and statistics, all tailored to enhance their understanding of machine learning models.

The event will cover both theoretical foundations and practical applications, equipping participants with the tools to grasp advanced machine learning methods, such as deep learning, reinforcement learning, and natural language processing. By understanding the mathematical principles behind these models, participants will gain the ability to develop, analyze, and fine-tune machine learning systems effectively.

Ideal for data scientists, engineers, and students, this event promises to be an insightful journey from the fundamental mathematics to the frontier of cutting-edge ML technologies.

Agenda

Math For ML : Foundations to Frontiers

04:30

05:00

Registration Check-in

05:00

06:00

The Role of Mathematics in Machine Learning

06:00

06:45

Linear Algebra for ML

06:45

07:30

Probability and Statistics for Machine Learning

07:30

08:15

Lunch Break

08:15

09:00

Optimization in Machine Learning

09:00

09:30

Advanced Topics in ML Mathematics

09:30

09:45

Networking, Closing Remarks & Feedback Session

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Friday, 24th Jan, 2025

10:00 AM - 3:00 PM IST

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Rajashree
Afrose Nilofar B M
Mariya elphine
Tharani Rajendran
Anise Jennifer
Sariga C
NANDHABOOSSAN K

 ... + 193 More