Phase 2 · Math Foundations

Topics

Distributions (Normal, Binomial, Poisson)

Part of the Data Science Roadmap.

Summary

The normal distribution is the classic bell curve many metrics approximate, binomial models counts of successes across repeated yes/no trials, and Poisson models the count of events in a fixed interval.

How to Learn This

  • 1Sketch each distribution's shape and note where it typically shows up in real data.
  • 2Learn the 68-95-99.7 rule for the normal distribution.
  • 3Identify a real-world example (in a domain you know) that would fit each distribution.
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