pub struct Dataset {
pub features: Vec<DVector<f64>>,
pub targets: Option<Vec<DVector<f64>>>,
pub feature_names: Option<Vec<String>>,
pub target_names: Option<Vec<String>>,
pub metadata: DatasetMetadata,
}Expand description
A loaded dataset containing features and optional targets
Fields§
§features: Vec<DVector<f64>>Feature vectors (inputs)
targets: Option<Vec<DVector<f64>>>Target vectors (outputs) - optional for unsupervised learning
feature_names: Option<Vec<String>>Feature names (if available)
target_names: Option<Vec<String>>Target names (if available)
metadata: DatasetMetadataDataset metadata
Implementations§
Source§impl Dataset
impl Dataset
Sourcepub fn new(
features: Vec<DVector<f64>>,
targets: Option<Vec<DVector<f64>>>,
) -> Self
pub fn new( features: Vec<DVector<f64>>, targets: Option<Vec<DVector<f64>>>, ) -> Self
Create a new dataset
Sourcepub fn train_test_split(&self, train_ratio: f64) -> (Dataset, Dataset)
pub fn train_test_split(&self, train_ratio: f64) -> (Dataset, Dataset)
Split dataset into training and testing sets
Sourcepub fn describe(&self) -> DatasetStats
pub fn describe(&self) -> DatasetStats
Get dataset statistics
Trait Implementations§
Auto Trait Implementations§
impl Freeze for Dataset
impl RefUnwindSafe for Dataset
impl Send for Dataset
impl Sync for Dataset
impl Unpin for Dataset
impl UnwindSafe for Dataset
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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,
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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>
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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>,
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fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
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Checks if
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Use with care! Same as
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fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.