ISI-BUDS Summer 2025 Schedule (June 23rd - August 1)

The program meets daily from 9 am - 3:30 pm in DBH 2011, unless otherwise specified. Lunch will be from noon to 1pm.

Make sure to join our Slack workspace, you should have received an email. You may want to download the Slack app because we will be using this for communication throughout the program. Make sure notifications are on.

Day 1 - June 23, 2025

Time	Topic	Material
	Setup
	Tech Setup
	Introduction to Toolkit
	Lab (Intro Coding)
	Lab (Quarto)

Day 2 - June 24, 2025

Time	Topic	Material
	Working with Datasets and Describing Them With Numbers
	Basics of Data Visualization
	Introduction to Toolkit
	Lab Part 1
	Lab Part 2

Day 3 - June 25, 2025

Time	Topic	Material
	Advanced Data Visualization
	Data Wranling Part I
	Lab

Day 4 - June 26, 2025

Time	Topic	Material
	Data Wranling Part II
	Dates
	Strings
	Lab Solutions
	Dr. Vasylyeva Presentation

Day 5 - June 27, 2025

Time	Topic	Material
	Factors
	Reproducible Workflow
	Finish lab Day 4
	Dr. Guo Presentation
	Grad School Panel

Day 6 - June 30, 2025

Time	Topic	Material
	Intro to Probability
	Lab Solutions (Generating random samples)
	Dr. Shin Presentation

Day 7 - July 1, 2025

Time	Topic	Material
	Monte Carlo Integration
	Monte Carlo Inference
	Lab Solutions (Integration)
	Lab Solutions (Inference)

Day 8 - July 2, 2025

Time	Topic	Material
	Bayes’ Rule for Events
	Bayesian Models for Random Variables
	The Beta-Binomial Model
	Lab Solutions

Day 9 - July 3, 2025

Time	Topic	Material
	Balance and Sequentiality in Bayesian Analyses
	Posterior Inference and Prediction
	Lab Solutions

Day 10 - July 7, 2025

Time	Topic	Material
	Linear Regression
	Logistic Regression
	Lab Linear Regression (Solutions)

Day 11 - July 8, 2025

Time	Topic	Material
	Generalized Linear Models
	Generalized Linear Mixed Models
	Lab Logistic Regression (Solutions)
	Lab Poisson Regression (Solutions)
	Dr. Grill and Dr. Gillen Presentation

Day 12 - July 9, 2025

Time	Topic	Material
	Deep Learning as GLM
	Bayesian GLMs
	Role of Statistics
	Lab on GLMM (Example)
	Lab on GLMM (Solutions)
	Introduction to Faculty Salary Data Analysis

Day 13 - July 10, 2025

Time	Topic	Material
	Covariate Adjustment
	FEV Data Example Data
	FEV Data Example Code
	Lab (Data Analysis)

Day 14 - July 11, 2025

Time	Topic	Material
	Model Selection for Prediction
	Lab (Data Analysis)
	Panel : Career opportunities in biostatistics