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!