Published On Jul 13, 2020
What are Generalized Linear Models, and what do they generalize?
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βGLM in Rβ Course Outline:
Administration
* Administration
Up to Scratch
* Notebook β Introduction
* Notebook β Linear Models
* Notebook β Intro to R
Intro to GLMβs
* Linear Models vs. Generalized Linear Models
* Least Squares vs. Maximum Likelihood
* Saturated vs. Constrained Model
* Link Functions
Exponential Family
* Definition and Examples
* More Examples
* Notebook β Exponential Family
* Mean and Variance
* Notebook β Mean-Variance Relationship
Deviance
* Deviance
* Notebook β Deviance
Likelihood Analysis
* Likelihood Analysis
* Numerical Solution
* Notebook β GLMβs in R
* Notebook β Fitting the GLM
* Inference
Code Examples:
* Notebook β Binary/Binomial Regression
* Notebook β Poisson & Negative Binomial Regression
* Notebook β Gamma & Inverse Gaussian Regression
Advanced Topics:
* Quasi-Likelihood
* Generalized Estimating Equations (GEE)
* Mixed Models (GLMM)
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* All video content
* Extra material (notebooks)
* Access to code and notes
* Community Discussion
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GLM (restricted) playlist: https://bit.ly/2ZMSv4U
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