Teaching

Intro to Predictive Modeling during the Masterclass at IIT Mandi, June 23-27, 2025, at IIT Mandi

• For an intro to predictive modeling and NNs, open the GitHub link: IntroPredModeling 

• For details of the deep learning algorithm, such as NNs, RNNs, and LSTMs, open the GitHub link: Deep Learning  

Probability and Statistics (MA524) at IIT Mandi, Spring Semester 2025 

Small Teaching Slides on Key Topics 

• Metropolis-Hasting Algorithm Link 

• Cross-Validation Link 

• An Introduction to Linear Regression Link 

• Particle MCMC 

Short course on introduction to Neural Networks (August 8, 2024) at the University of Allahabad

• • R codes drive  or R codes GitHub 

  • slides drive or slides GitHub 

Short course on introduction to Extreme Value Theory (August 7, 2024) at the University of Allahabad

• • R codes drive or R codes GitHub  

  • slides drive   or slides GitHub 

Key Master and PhD Courses

• Statistics of Extremes (STAT 380)

• Spatial Statistics (STAT 370)

• Bayesian Statistics (STAT 240)

• Computational Statistics (STAT 340)

• Contemporary Topics in Computational Science (AMCS 394E)

• Machine Learning (CS 229)

• Data Mining and Pattern Recognigition

• Nonparameteric Statistics

• Functional Data Analysis

• Advanced Inference

• Linear Models