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Visual Walkthroughs

Short video explainers from @MinuteData that pair with the book’s hand-drawn infographics. Each video walks through a core concept in under 60 seconds.


Supervised Learning

Concept Video What You’ll Learn
Bias-Variance Tradeoff Watch Why simple models underfit and complex models overfit, and how to find the balance
Decision Trees Watch How trees split data using feature thresholds, and why they’re easy to interpret
Naive Bayes Watch The independence assumption, Bayes’ theorem in action, and why it works for text

How to Use These Walkthroughs

  1. Read the book’s drawing first — get the visual intuition
  2. Watch the video — hear the concept explained with examples
  3. Try the concept — use a notebook from EquityStack or Kaggle to apply it
  4. Review the definition — check key_concepts.md for a concise reference

More walkthroughs are available on the @MinuteData TikTok and YouTube channels.