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Linear and Logistic Regression on Airbnp dataset

  • Exploratory Data Analysis(EDA)
  • Assumptions of Linear Regression
  • Handling Categorical Variables
  • Multicolinearity
  • Interaction Term
  • Classification with Trees
  1. Bagging based tree algorithm (Random Forest)
  2. Boosting based tree algorithm (GradientBoosting)
  • Classification with Logistic Regression
  • Hyper Parameters Tuning
  • Regression with Trees