autoprognosis
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Tutorials
Classification studies
Classification studies with imputation
Classification studies with explainers
Survival analysis studies
Survival analysis studies with imputation
Regression studies
Multiple imputation studies
AutoML studies
Imputation plugins
Preprocessing plugins
Prediction plugins
Explainability plugins
Evaluation
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Tutorials
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Tutorials
Classification studies
Setup
Import ClassifierStudy
Load the target dataset
Create the classifier
Search for the optimal ensemble
Star AutoPrognosis on GitHub
Classification studies with imputation
Load toy dataset
Option 1: Predefined imputer
Option 2: Let the optimizer find the optimal imputer
Serialization
Congratulations!
Classification studies with explainers
Load dataset
Run a study with AutoPrognosis
Interpretability
Value of information
Congratulations!
Survival analysis studies
Setup
Import RiskEstimationStudy
Load the target dataset
Create the risk estimation study
Search for the best ensemble
Star AutoPrognosis on GitHub
Survival analysis studies with imputation
Load dataset
Option 1: Predefined imputer
Option 2: Let the optimizer find the best imputer
Congratulations!
Regression studies
Setup
Import RegressionStudy
Load the target dataset
Create the regressor
Search for the optimal ensemble
Star AutoPrognosis on GitHub
Multiple imputation studies
Load toy dataset
Search model with the ICE imputer
Train the model template using multiple random seeds
Congratulations!
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