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A RandomForestRegressor model from scikit-learn library to predict bulldozer prices

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nika-va/Bulldozer-price-prediction

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🚜 Bulldozer price prediction

Would you like to estimate price of your bulldozer?

💠 Definition

In this project, I am trying to accurately forecast the future selling price of a bulldozer by analyzing its attributes and past sales data of comparable bulldozers.It utilizes the scikit-learn RandomForestRegressor() model, and the evaluation is performed using the RMSLE (root mean squared log error) metric. Following hyperparameter tuning, the project achieved a final RMSLE score of 0.24 points.

💠 Data

The original data is uploaded from Kaggle.com.

💠 Feature importance

Furthermore, the feature importance has been tested as well.

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A RandomForestRegressor model from scikit-learn library to predict bulldozer prices

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