Struct AutoMLOptimizer 

pub struct AutoMLOptimizer { /* private fields */ }

AutoML pipeline optimizer for automated model selection and hyperparameter tuning

Implementations

impl AutoMLOptimizer

pub fn new(config: AutoMLConfig) -> SklResult<Self>

Create a new AutoML optimizer

pub fn search_space(self, search_space: SearchSpace) -> Self

Set the search space for optimization

pub fn optimize( &mut self, x_train: &ArrayView2<'_, Float>, y_train: &ArrayView1<'_, Float>, x_val: Option<&ArrayView2<'_, Float>>, y_val: Option<&ArrayView1<'_, Float>>, ) -> SklResult<FluentPipelineBuilder>

Run automated optimization

pub fn get_results(&self) -> &OptimizationHistory

Get optimization results

pub fn get_best_trial(&self) -> Option<&TrialResult>

Get best trial

pub fn generate_report(&self) -> OptimizationReport

Generate optimization report

Trait Implementations

impl Debug for AutoMLOptimizer

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.