Phase 2 · Math Foundations

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Descriptive & Inferential Statistics

Part of the Data Science Roadmap.

Summary

Descriptive statistics summarize a dataset (mean, variance, distribution shape); inferential statistics let you draw conclusions about a wider population from a sample — both used constantly in EDA and evaluation.

How to Learn This

  • 1Calculate mean, median, variance and standard deviation on a sample dataset by hand.
  • 2Learn the difference between a population parameter and a sample statistic.
  • 3Practice explaining why sample size affects how confident you can be in a conclusion.
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