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Explore demographic employment data using k-means clustering in this 28-minute screencast. Dive into #TidyTuesday data from the Bureau of Labor Statistics to uncover similarities in demographic characteristics across various roles and industries. Learn to group data, find proportions, scale numerics, and implement k-means clustering. Visualize results and gain insights into employment trends. Follow along with the provided code on Julia Silge's blog for a hands-on learning experience.
Syllabus
Introduction
Data Overview
Grouping
Finding proportions
Scaling
Numerics
Kmeans
Clustering
Augment
Visualization
Conclusion
Taught by
Julia Silge