Feb 2021 Virtual

Introduction to Clustering

VIT Mathematical Chapter, Vellore Institute of Technology

  • Theory session on ML paradigms and an introduction to clustering.
  • In-depth walkthrough of the K-Means algorithm with smart initialization, implemented from scratch with step-by-step visualization.
Feb 2021 Virtual

Hands-on Machine Learning

Programming Club, Ahmedabad University

  • Lab sessions with Python tutorials giving attendees hands-on experience across ML and data-science algorithms.
  • Applied Logistic Regression and Decision Trees on real-world datasets, emphasizing data pre-processing and evaluation.
Jul 2017 Ahmedabad, India

Introduction to Machine Learning

Summer School — Learning in Data Science: Models, Algorithms and Tools

  • Conducted lab and theory sessions on core ML algorithms: stochastic gradient descent, multivariate & logistic regression, and k-nearest neighbours.