Links

Websites

• Getting Started with R and RStudio, view the website.

• How to Use Git/GitHub with R, view the website.

• Tidy Tuesday data repository, view the website.

• From Data to Viz website on visualizing data, view the website.

• Julia Silge’s blog posts (mostly) on TidyTuesday data analyses, view the website.

• Course website for CS 189/289A Introduction to Machine Learning at UC Berkeley as taught by Professor Jonathan Shewchuk, [view the website]((https://people.eecs.berkeley.edu/~jrs/189/).

Texts

R Related

• Deep Learning and Scientific Computing with R torch, view the free online version of the text.

• ggplot2: Elegant Graphics for Data Analysis (3e), view the free online version of the text

Python Related

• Python for Data Analysis, 3E, view the free online version of the text

• A Working Example of Tuning a Decision Tree with Python, view the document.

Podcasts

• Ezra Klein Show episode featuring Brian Christian

Videos

• Getting started with Quarto YouTube video, watch video on YouTube.

• Datasheets for Datasets video, watch the video on YouTube.

• Exploratory data analysis worked example video by Hadley Wickham, watch the video on YouTube.

• Stanford CS234: Reinforcement Learning | Winter 2019 | Lecture 1 - Introduction - Emma Brunskill, watch the video on YouTube.

• The Alignment Problem: Machine Learning and Human Values with Brian Christian, watch the video on YouTube.