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Car Engines (Exploratory Data Analysis and Machine Learning)

Dataset - Automobile.csv

Contents

  1. Data Cleaning
  2. Basic EDA
  3. Linear Regression Model (for Miles Per Gallon Prediction)

    Best R2 Score - 0.94875

    • Using split data (higher accuracy)
    • Using all data
  4. Linear Regression Model (for Acceleration (zero to 60mph) prediction)

    Best R2 Score - 0.9320

  5. Naive Bayes Classifier (for Country Of Origin Prediction)

    100% Accuracy