Flight Price Prediction DataSet Regression using Scikit-Learn

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Data

https://www.kaggle.com/datasets/jillanisofttech/flight-price-prediction-dataset

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Feature Correlation Matrix

After some preprocessing, the Feature Correlations are shown in the image above.

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Regression Models

Selected Models are the following;

1. LinearRegression
2. Ridge
3. Lasso
4. RandomForestRegressor
5. XGBRegressor
6. GradientBoostingRegressor
7. SupportVectorRegressor

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Model Performance With Tuning

   
LinearRegression

   
Ridge

   
Lasso

   
RandomForestRegressor

   
XGBRegressor

   
GradientBoostingRegressor

   
SVR

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Learning Curve