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Data Mining

Data preparation, Python, similarity, decision trees, regression, and model evaluation.

Lectures

  2. Attribute types, data quality, and distanceLecture 2 ·
  3. Similarity, correlation, and preprocessingLecture 3 ·
  6. NumPy arrays and pandas tablesLecture 6 ·
  8. Supervised learning and decision-tree rulesLecture 8 ·
  10. Simple linear regression and prediction errorLecture 10 ·