Explore principal component analysis (PCA) for hip hop songs using tidymodels in this comprehensive tutorial. Learn to implement PCA with recipes while analyzing #TidyTuesday data on the best hip hop songs of all time. Follow along as the instructor demonstrates data analysis techniques, interacts with the Spotify API, and extracts playlist features. Discover how to pull track names, search Spotify, handle ranking IDs, and join datasets. Gain insights into fitting models, working with tiny models, and creating visualizations. Master the art of plotting PCA results and summarizing findings. Access the complete code on the instructor's blog for further reference and practice.
Overview
Syllabus
Introduction
Data analysis
Spotify API
Playlist Features
Pull Track Name
Search Spotify
Ranking IDs
Joining the data
Fitting the model
Tiny models
Visualization
Plotting
PCA
Summary
Taught by
Julia Silge
