pub struct StandardScaler {
pub with_mean: bool,
pub with_std: bool,
}Expand description
Parameters for StandardScaler (unfitted state).
Standardizes features by removing the mean and scaling to unit variance:
z = (x - mean) / std
Fields§
§with_mean: boolIf true, center data to zero mean before scaling.
with_std: boolIf true, scale data to unit variance.
Implementations§
Source§impl StandardScaler
impl StandardScaler
Sourcepub fn new() -> StandardScaler
pub fn new() -> StandardScaler
Create a new StandardScaler with defaults (both centering and scaling enabled).
Sourcepub fn with_mean(self, with_mean: bool) -> StandardScaler
pub fn with_mean(self, with_mean: bool) -> StandardScaler
Set whether to center data to zero mean before scaling.
Sourcepub fn with_std(self, with_std: bool) -> StandardScaler
pub fn with_std(self, with_std: bool) -> StandardScaler
Set whether to scale data to unit variance.
Trait Implementations§
Source§impl Clone for StandardScaler
impl Clone for StandardScaler
Source§fn clone(&self) -> StandardScaler
fn clone(&self) -> StandardScaler
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · 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 StandardScaler
impl Debug for StandardScaler
Source§impl Default for StandardScaler
impl Default for StandardScaler
Source§fn default() -> StandardScaler
fn default() -> StandardScaler
Returns the “default value” for a type. Read more
Source§impl<'de> Deserialize<'de> for StandardScaler
impl<'de> Deserialize<'de> for StandardScaler
Source§fn deserialize<__D>(
__deserializer: __D,
) -> Result<StandardScaler, <__D as Deserializer<'de>>::Error>where
__D: Deserializer<'de>,
fn deserialize<__D>(
__deserializer: __D,
) -> Result<StandardScaler, <__D as Deserializer<'de>>::Error>where
__D: Deserializer<'de>,
Deserialize this value from the given Serde deserializer. Read more
Source§impl<F> FitUnsupervised<F> for StandardScalerwhere
F: Float,
impl<F> FitUnsupervised<F> for StandardScalerwhere
F: Float,
type Fitted = FittedStandardScaler<F>
fn fit( &self, x: &ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, ) -> Result<<StandardScaler as FitUnsupervised<F>>::Fitted, RustMlError>
Source§impl Serialize for StandardScaler
impl Serialize for StandardScaler
Source§fn serialize<__S>(
&self,
__serializer: __S,
) -> Result<<__S as Serializer>::Ok, <__S as Serializer>::Error>where
__S: Serializer,
fn serialize<__S>(
&self,
__serializer: __S,
) -> Result<<__S as Serializer>::Ok, <__S as Serializer>::Error>where
__S: Serializer,
Serialize this value into the given Serde serializer. Read more
Auto Trait Implementations§
impl Freeze for StandardScaler
impl RefUnwindSafe for StandardScaler
impl Send for StandardScaler
impl Sync for StandardScaler
impl Unpin for StandardScaler
impl UnsafeUnpin for StandardScaler
impl UnwindSafe for StandardScaler
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
impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> DeserializeOwned for Twhere
T: for<'de> Deserialize<'de>,
Source§impl<T> DistributionExt for Twhere
T: ?Sized,
impl<T> DistributionExt for Twhere
T: ?Sized,
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
impl<T> Read<Exclusive, BecauseExclusive> for Twhere
T: ?Sized,
impl<T> SendAlias 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.