pub struct PreprocessingIntegration { /* private fields */ }Expand description
Preprocessing integration for automated data preparation
Implementations§
Source§impl PreprocessingIntegration
impl PreprocessingIntegration
pub fn new() -> Self
pub fn with_scaler(self, scaler_type: ScalerType) -> Self
pub fn with_missing_value_strategy(self, strategy: MissingValueStrategy) -> Self
pub fn with_outlier_handling(self, handling: OutlierHandling) -> Self
pub fn with_feature_engineering(self, engineering: FeatureEngineering) -> Self
pub fn with_dimensionality_reduction( self, reduction: DimensionalityReduction, ) -> Self
Sourcepub fn preprocess_data(
&self,
X: ArrayView2<'_, f64>,
y: ArrayView1<'_, f64>,
) -> Result<(Array2<f64>, Array1<f64>)>
pub fn preprocess_data( &self, X: ArrayView2<'_, f64>, y: ArrayView1<'_, f64>, ) -> Result<(Array2<f64>, Array1<f64>)>
Apply preprocessing to the data
Sourcepub fn auto_configure(characteristics: &DataCharacteristics) -> Self
pub fn auto_configure(characteristics: &DataCharacteristics) -> Self
Auto-configure preprocessing based on data characteristics
Trait Implementations§
Source§impl Clone for PreprocessingIntegration
impl Clone for PreprocessingIntegration
Source§fn clone(&self) -> PreprocessingIntegration
fn clone(&self) -> PreprocessingIntegration
Returns a duplicate of the value. Read more
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreSource§impl Debug for PreprocessingIntegration
impl Debug for PreprocessingIntegration
Auto Trait Implementations§
impl Freeze for PreprocessingIntegration
impl RefUnwindSafe for PreprocessingIntegration
impl Send for PreprocessingIntegration
impl Sync for PreprocessingIntegration
impl Unpin for PreprocessingIntegration
impl UnwindSafe for PreprocessingIntegration
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
fn into_either(self, into_left: bool) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.