SoCal Data Science Bootcamp
Summer 2023 Schedule
Before the Bootcamp
Sign up for GitHub Sign up for a free GitHub account if you don’t already have one. Make sure to pick a username that you feel comfortable sharing on your CV. You will most likely use your GitHub username for many years in your data science career. Fill out this survey to let us know what your username is. Many of you have already done this.
Install R Yes, you do need to download and install R even if you have downloaded before. There is a newer version.
Install RStudio Yes, you do need to download and install RStudio even if you have downloaded before. There is a newer version. Download the free Desktop version.
Day 1 - Introduction to the Toolkit
Topic | Materials |
---|---|
Meet & greet | |
Introduction to Toolkit | |
Exploratory Data Analysis (EDA) Activity | day01-eda-activity-username repo on GitHub |
Day 2 - Linear Regression and Model Evaluation
Topic | Materials |
---|---|
Simple Linear Regression | |
Regression Activity | day02-regression-activity-username repo on GitHub |
Day 3 - Categorical Data Analysis
Topic | Materials |
---|---|
Categorical Data Analysis | |
Categorical Data Analysis Activity | day03-cda-activity-username repo on GitHub |
Day 4 - Generalized Linear Models
Day 5 - Hierarchical Linear Models
Topic | Material |
---|---|
Hierarchical Linear Models without Predictors | |
Hierarchical Linear Models Notes | day05-hlm-username repo on GitHub |
Hierarchical Linear Models with Predictors |