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LinearRegression

  1. Exploratory Data Analysis, Feature Engineering
  2. Linear Regression:
    1. EDA: image

    2. Residual Plots image

    3. Handling Multicollinear Features using VIF

    4. Detecting Outliers using Cook's Distance and Studentized Residual Test image

    5. Feature Selection and Analysis using Pvalue, Anova Type 1 and Anova Type 2 Tests

    6. Bootstrapping for getting confidence intervals of predictions and models.

    7. Explainability: image image

    8. Metric Graph image