Predicting Employee Turnover at Sailsfort Motors
The Employee Turnover dataset can be downloaded either directly from the Kaggle page or Kaggle page or using Kaggle's API as described in the notebook.
The notebook predicts the employee turnover in a variaty of Decision Tree algorithms:
- The classical trees.
- Bagging.
- AdaBoost.
- XgBoost.
For all of the above the notebooks tests dififferent hyperparameters (maximal depth, learning rate, etc.). It also presents various accuracy metric (f1, recall, etc.).
Finally, the feature significance histograms are reported for each of steps.