OLS estimator
The ordinary least squares (OLS) estimator
Hypothesis testing
Hypothesis testing, confidence intervals for linear regression
Model diagnostics
Linear regression diagnostics
GLM theory
Generalised Linear Model (GLM) | theory part 1
Generalised Linear Model (GLM) | theory part 2
Classification models
Binary and multinomial response models
Models for counts and rates
Poisson regression for count and rate response variable
Exercises and Assessed Coursework
ST300 Course Overview
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