IMW - Mathematical Foundations of Artificial Intelligence and Machine Learning

Venue: Indian Institute of Technology Bombay, Mumbai

Dates: 20 Feb 2023 to 24 Feb 2023


Convener(s)

 
Name: Prof. Shivaram Kalyanakrishnan
Mailing Address: Professor
IIT Bombay (CSE)
Email: shivaram at cse.iitb.ac.in

Please Note: NCM Participants are requested to register in NCM website followed by registration in CEP website: http://www.cep.iitb.ac.in (through Google Chrome browser).
Shortlisted NCM participants will have to pay nominal course fee of Rs 1000 + 18% (GST) = Rs 1180
Last Date of receiving online application from participants is 31st Jan 2023 for both NCM and CEP website

Background and Description
The last decade has witnessed the rise of Artificial Intelligence and Machine Learning (AI/ML), which has not only driven technological progress in a variety of sectors, but has also entered our daily lives. This recent growth spurt of AI/ML owes in large part to the emergence of large data sets, along with cheap sensing and computing hardware. Yet, the remarkable successes of the field must also be attributed to its strong mathematical foundations, which have been developed for over half a century. To obtain a deep understanding of AI/ML technology, it is essential to become familiar with its mathematical underpinnings.

This course will discuss a variety of topics in AI/ML, in each case presenting a mathematical model and accompanying solutions. Tasks considered will include supervised learning with linear and non-linear models, unsupervised learning, on-line learning, search, and knowledge representation. In turn, these tasks will be modeled and solved using building blocks such as vectors, differential calculus, probability, optimisation, algorithms and proofs, and linear algebra.