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RM1 Week 3

RM1 Week 3 Simple linear regression with a binary covariate

RM1 Week 1

RM1 Week 1 Simple linear regression

Random Forests

Random Forests

Bagging

Bagging

Regression and Classification

Regression and Classification Trees

Smoothing splines and

Smoothing splines and generalised additive models

Piecewise Regression and

Piecewise Regression and Splines

Polynomial Regression

Polynomial Regression

Subset selection

Subset selection

Lasso

Lasso

K-nearest neighbours

K-nearest neighbours

Linear Discriminant Analysis

Linear Discriminant Analysis

Logistic regression

Logistic regression

Bootstrap

Bootstrap

Linear regression

Linear regression

Ridge regression

Ridge regression

K-nearest Neighbour Regression

K-nearest Neighbour Regression

Cross-validation

Cross-validation

Stepwise methods

Stepwise methods

Rudiments of R:

Rudiments of R: session 2

Rudiments of R

Rudiments of R

Week4 Exercise 3

Week4 Exercise 3 Fractional polynomials

Week 4 -

Week 4 - Exercise 3 Fractional Polynomials

week4 Exercise 2

week4 Exercise 2 Fractional polynomials