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Data Analysis for ML/AI

Univariate analysis

One variable at a time: distributions, summaries, transformations.

5 lessons Follow in order
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  1. Lesson 1 of 5

    Describing distributions

    Enroll to open · 10 min read

  2. Lesson 2 of 5

    Histograms and density estimation

    Enroll to open · 10 min read

  3. Lesson 3 of 5

    Transforms for skewed data

    Enroll to open · 10 min read

  4. Lesson 4 of 5

    Summary statistic pitfalls

    Enroll to open · 9 min read

  5. Lesson 5 of 5

    A univariate analysis checklist

    Enroll to open · 8 min read

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