High Dimensional Data & AI/ML Algorithms, with Applications

This page contains the lecture slides and a livestream link for an overview workshop on high dimensional data & AI/ML algorithms (March 27, 2023). Speakers: Madhuri Kulkarni, Sushma Bendre, Akanksha Kashikar, TV Ramanathan, Vijay Nair. Workshop was organized by the Department of Statistics, SPPU, as part of the School of Mathematical & Computing Sciences, SPPU. (Course image courtesy: https://phys.org/news/2014-12-universe-dimensions.html)

Stochastic Simulation

This page contains the lecture slides of an elementary introduction (by Mihir Arjunwadkar) to randomness, random number generation, Monte Carlo integration, and Makov chain Monte Carlo methods.

Applied Statistics in Action

This course was conducted at CMS-SPPU in 2005-6 by Anil P Gore, retired professor of statistics, Department of Statistics, SPPU. It offers unique perspective on and insights about trying to address real-life problems using statistics. The course was offered as an invitation to indulge in this flavour of statistics, and exemplifies, beyond uncertainty, the meaning of John Tukey's oft-quoted remark, "The best thing about being a statistician is that you get to play in everyone's backyard." This course page has the slides of his lectures then, and links to his subsequent video lectures elsewhere on topics not related to these lectures.