Livoa LogoLivoa
Data Preprocessing
Feature Selection
One-hot Encoding
Label Encoding
Pre-processed Data
Training Models
Random Forest Classifier


Extra Tree Classifier

Gradient Boosting Classifier

Voting Classifier

Learning Algorithms
Best Results for Target Variables
Evaluation of Models on Test Dataset
Random Forest Classifier


Extra Tree Classifier

Gradient Boosting Classifier

Voting Classifier

Learning Algorithms
Best Prediction Model
Performance measures of model
Random Forest (RF)


Extra Tree (ET)

Gradient Boosting Machine (GBM)

Learning Algorithms
Find best hyperparameters with grid search
RF Prediction Model


ET Prediction Model

GBM Prediction Model

Soft Voting Ensemble Classifier
Evaluating by 5-fold cross validation
ML-based Ensemble Classifier
RF Weighted Prediction Results


ET Weighted Prediction Results

GBM Weighted Prediction Results

p1

by sisi

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