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Data Analysis for ML/AI

Exploratory data analysis

Build intuition before modeling: distributions, outliers, correlations, hypotheses.

5 lessons Follow in order
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Lessons in sequence

Work through these in order—each lesson builds on the previous one.

  1. Lesson 1 of 5

    Distributions and outliers

    Enroll to open · 7 min read

  2. Lesson 2 of 5

    Correlation caveats

    Enroll to open · 7 min read

  3. Lesson 3 of 5

    EDA checklist

    Enroll to open · 6 min read

  4. Lesson 4 of 5

    The EDA workflow

    Enroll to open · 10 min read

  5. Lesson 5 of 5

    Automated EDA tools

    Enroll to open · 8 min read

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