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Data Analysis for ML/AI

Categorical data analysis

Frequency tables, chi-square, cardinality, rare-category handling.

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

    Frequency tables and visualization

    Enroll to open · 9 min read

  2. Lesson 2 of 5

    Handling rare categories

    Enroll to open · 9 min read

  3. Lesson 3 of 5

    Categorical association tests

    Enroll to open · 9 min read

  4. Lesson 4 of 5

    Encoding strategies for categoricals

    Enroll to open · 9 min read

  5. Lesson 5 of 5

    Ordinal and cyclical features

    Enroll to open · 9 min read

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