Resources

Books and Book-like Things

Stats, Machine Learning, and Related

Advanced Data Analysis from an Elementary Point of View

Broadening Your Statistical Horizons

Computer Age Statistical Inference

Discrete Choice Methods with Simulation

Elements of Statistical Learning

Forecasting: Principles and Practice

Statistics Done Wrong

Data Science, Visualization, and Related

Computational and Inferential Thinking

Data Visualization: A Practical Introduction

Deep Learning

Foundations of Data Science (pdf)

Fundamentals of Data Visualization

Neural Networks and Deep Learning

Python Plotting for Exploratory Data Analysis

R for Data Science

Tidyverse Style Guide

Assorted Other Topics

Automate the Boring Stuff

Python for Engineers

Git in Practice

 

Data Sets

Data.gov

Diagnostic and Biomarkers Statistical Center

Kaggle

NHS Audiology Data

RedefTie (social media data)

UCI Machine Learning Repository