STAT_2024_main.md

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workshop_main_2day	/STAT_2024	STAT 2024	Workshop Pages for Students	Help! What Statistical Model Should I Use? 2024	/site_images/STAT_2024.png	3 days

Welcome

Welcome to Help! What Statistical Model Should I Use? 2024.

The course schedule can be found here

Pre-Workshop Materials

Pre-work including programs to install, tutorials, and readings can be found here.

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Class photo

Help! What Statistical Model Should I Use? Class of 2024

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Day 1

Decision Tree | SVG version | PDF version

Module 1: Data Cleaning and Exploration Review

Jacqueline May

Module 1 Lecture Slides
Module 1 Lecture Recording

Module 1 Lab

Module 1 Dataset

Module 1 Challenge
Module 1 Challenge Answers

Module 2: Dealing with Missingness

Jacqueline May

Module 2 Lecture Slides
Module 2 Lecture Recording
Module 2 Dataset (generated from Module 1 Lab)

Module 2 Lab

Module 2 Challenge
Module 2 Challenge Answers

Day 2

Module 3: Modeling part 1

Alysha Cooper

Module 3 Lecture Slides
Module 3.1 Lecture Recording: Regression
Module 3.2 Lecture Recording: Generalized Linear Models

Module 3 Lab - empty
Module 3 Lab - complete

Module 3 data: Faramea
Module 3 data: healthcare demand
Module 3 data: smoker epigenetics

Module 4: Modeling part 2

Patrick McMillan

Module 4.1 Lecture Slides: Classification
Module 4.1 Lecture Recording: Classification

Module 4.1 Lab: Classification - empty
Module 4.1 Lab: Classification - complete

Module 4.2 Lecture Slides: Clustering
Module 4.2 Lecture Recording: Clustering

Module 4.2 Lab: Clustering - empty
Module 4.2 Lab: Clustering - complete

Clustering_Expression_data.csv
Clustering_Clinical_data.csv

Day 3

Module 5: Putting It All Together

Patrick McMillan

Module 5 Lecture Slides
Module 5 Lecture Recording

Module 5 Lab: Breast Cancer - empty
Module 5 Lab: Breast Cancer - complete

Module 5 Lab: Gene Expression - empty
Module 5 Lab: Gene Expression - complete

Module 5 Lab: Genomic Prediction - empty
Module 5 Lab: Genomic Prediction - complete

geneexpression_clustering.rda

Module 6: Causal Inference Introduction

Alysha Cooper

Module 6 Lecture Slides
Module 6 Lecture Recording

Module 6 Lab - empty
Module 6 Lab - complete

module6_methylation_cancer.csv
module6_nhefs.csv