Call Log Prediction

Best Model

---

1-Randome forest

• Base model average CV score 0.646
• Random search best model score 0.716 {'n_estimators': 2400, 'min_samples_split': 5, 'min_samples_leaf': 4, 'max_features': 'auto', 'max_depth': 10, 'bootstrap': True}
• applying pca minimum 0.95 to the best modle score 0.928

2- Multilayer perceptron MLP score 0.929

• Model hyper-parameters MLPClassifier(random_state=1, max_iter=1000, alpha=1e-5, hidden_layer_sizes=(729,27,10),activation="tanh", verbose=True,shuffle=True,early_stopping=True,,validation_fraction=.2)

---

Feature importance