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Mercedes-Benz-Greener-Manufacturing

Project objective:

  • Reduction of time spent on cars in bench

Process

  • If for any column(s), the variance was equal to zero, then removed those variable(s) because they wouldn't have any impact on the output.
  • Checked for null and unique values in train dataset.
  • Applied label encoding on categorical feature columns.
  • Performed dimensionality reduction via PCA(Principal Component Analysis) to capture the essence of the data.
  • Predicted values using XGBoost.

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Reduction of time a Mercedes-Benz car spends on the test bench

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