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Data Filling and Cleaning Techniques

Data Filling and Cleaning Techniques

  1. Dropping Row/Column -> Having more than 15% or 20% missing data
  2. Measure Central Tendency -> Mean/Median
  3. Measure Central Tendency for Each Class -> Mean & Median
  4. Measure Central Tendency for Each Class -> Mode
  5. SimpleImputer -> Scikit Learn Module
  6. ColumnTransformer & Pipeline -> Scikit Learn Module