Generalised Linear Models: Introduction to Natural Exponential Family and Binomial Distributions
Overview
Explore the fundamentals of Generalised Linear Models in this 19-minute lecture, focusing on the Natural Exponential Family and its applications. Delve into the intricacies of Binomial Distributions and their role in statistical modeling. Gain a comprehensive understanding of the Generalised Linear Model framework, its components, and how it extends traditional linear regression techniques to accommodate various types of response variables.
Syllabus
Introduction
Natural Exponential Family
Binomial Distributions
Generalised Linear Model
Taught by
NPTEL-NOC IITM