Data Analysis for ML/AI
Visualizing distributions
Histograms, KDEs, violin and box plots — and when each lies to you.
5 lessons
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Lessons in sequence
Work through these in order—each lesson builds on the previous one.
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Lesson 1 of 5
Histograms in depth
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Lesson 2 of 5
Box plots and violin plots
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Lesson 3 of 5
ECDFs and percentile plots
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Lesson 4 of 5
When distribution charts mislead
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Lesson 5 of 5
Choosing the right chart