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Generalised Linear Models: Introduction to Natural Exponential Family and Binomial Distributions

Offered By: NPTEL-NOC IITM via YouTube

Tags

Generalized Linear Models Courses Statistics & Probability Courses Regression Analysis Courses Probability Distributions Courses Binomial Distribution Courses Data Modeling Courses

Course Description

Overview

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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

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