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Statistical Modelling with Python

Python Basics

1 - Introduction
Using Python for Data Analysis - Exercises & Answers

The GLM

2 - The General Linear Model
Getting to grips with linear models in Python - Exercises & Answers

Advancing the GLM

3 - Advancing the general linear model
Checking assumptions and including interactions - Exercises & Answers

The art of prediction

4 - The art of prediction
Asking scientific questions of models - Exercises & Answers

Binary outcome models

5 - Binary outcome models
Using and understanding probit models - Exercises & Answers

Applications and other kinds of hypotheses

6 - Precision in Predictions
Example exercises using skills so far

Linear Mixed Effects Models

7 - Linear mixed effects models
Dealing with repeated measurements - Exercises & Answers

Exploratory Factor Analysis

8 - Exploratory Factor Analysis
Finding latent variables in data - Exercises & Answers

Confirmatory Factor Analysis

9 - Confirmatory Factor Analysis
Fitting latent variables onto data - Exercises & Answers

Clustering

10 - Clustering
Fitting latent groups in data - Exercises & Answers

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By Alex Jones, Ph.D

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