Struct ValidationCurve

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pub struct ValidationCurve<P> {
    pub param_values: Vec<P>,
    pub train_scores: Vec<Vec<f64>>,
    pub val_scores: Vec<Vec<f64>>,
}

Expand description

Output of validation_curve.

The companion diagnostic to a learning curve: here the training-set size is fixed and a single hyperparameter varies. Kept deliberately distinct from the learning curve, which the two are easy to conflate. Scores are [param][fold].

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§param_values: Vec

The parameter values, in the order supplied.

§train_scores: Vec<Vec<f64>>

Training scores as [param][fold].

§val_scores: Vec<Vec<f64>>

Validation scores as [param][fold].

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impl ValidationCurve

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pub fn mean_train_scores(&self) -> Vec<f64>

Mean training score at each parameter value.

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pub fn mean_val_scores(&self) -> Vec<f64>

Mean validation score at each parameter value.

Trait Implementations§

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impl<P: Clone> Clone for ValidationCurve

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fn clone(&self) -> ValidationCurve

Returns a duplicate of the value. Read more

1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

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impl<P: Debug> Debug for ValidationCurve

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for ValidationCurve
where P: UnwindSafe,

Blanket Implementations§

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

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impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)

Performs copy-assignment from self to dest. Read more

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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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 more

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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self> ⓘ
where F: FnOnce(&Self) -> bool,

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 more

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