Assignments

Live coding

Live code:

Intro to base R

Live code:

Conditions and for loops

Live code:

Linear regression

Live code:

Creating functions

Live code:

Encoding categorical variables

Live code:

Live code:

Live code:

Regression trees (part 1)

Live code:

Regression trees (pruning)

Live code:

Bagging implementations

Live code:

Live code:

Logistic regression

Live code

Class Imbalance

Live code:

Classification trees

Live code:

K-means clustering

Live code:

Hierarchical clustering

Labs

Lab 01: Roulette

Coding roulette

Lab 02: Linear regression

Lab 03: Cross-validation

Lab 04: Regression trees

Lab 05: Logistic Regression + KNN Classification

Rain in WaggaWagga

Implementations

KNN regression

KNN regression

Bootstrap

Probability of inclusion

Bagging

Regression trees

KNN classification

Bagging

Classification trees

K-means

Project

Final project

Merge Conflicts