Regression2
Topics
Module Overview
Motivating Example
Data Handling
Exploratory Data Analysis
Exploratory Data Analysis2
Data Modelling
Regression1
Classification1
Regression2
Resources
Overview
Practical
Resources
Regression2
We continue our introduction to regression, considering how to make it more robust.
Regularisation
Transformation of variables
Regression in practice
Overview
This week we will study linear regression, which is one of the classic techniques
Regression as a means of minimising sum of the squared errors
Regression assumptions - what they mean, how they can be used for validation and model building
Case studies from Advertising and Credit Balance prediction
Handout
Presentation
Practical
Practical session - using Python notebooks to work on 2 data sets that were the subject of the Topic 8 class on more advanced Regression aspects.
Open
Resources
Additional regression resources.
Open