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New-York-Yellow-Taxi-Demand-prediction-DSLS2023-Selection

Dataset = https://docs.google.com/document/d/1t-NP75y8gGJwxM0IM0IU5tv4Jkh0ikrQZM68XP2fox8/edit

  • Treat Missing Value
  • Treat Data Abnormal
  • Treat Outlier
  • Exploratory Data Analysis

Compared Linear Regression with Tuning Parameter

  • ElasticNet Regression
  • Lasso Regression
  • Ridge Regression
  • Linear Regression Evaluation Metrics using MAE and RSquare

Summary(1) = The Four Regression Models can do minimize overfitting rate but elastic net is selected because has smaller MAE.

Summary(2) = Variables Important which is trip_distance, location, and tip_amount

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