Livoa LogoLivoa
Raw data collection
Dataset
Training dataset
Processed training dataset
Machine learning algorithm
Predictive model candidate
Final predictive model
Test dataset
+ Final preprocessing pipeline
New dataset
+ Final preprocessing pipeline

Preprocessing pipeline 1:


• Missing data handling

• Initial feature extraction and selection

Preprocessing pipeline 2:


• Feature scaling

• Dimensionality reduction:

• Feature selection

• Feature extraction

Iterate and evaluate via cross-validation


Evaluate
Apply
Hyperparameter choice + training

test

by ffab00

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