BaseNeuralNet

rusty_machine::learning::nnet

Struct BaseNeuralNet 

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pub struct BaseNeuralNet<'a, T: Criterion> { /* private fields */ }
Expand description

Base Neural Network struct

This struct cannot be instantianated and is used internally only.

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impl<'a, T: Debug + Criterion> Debug for BaseNeuralNet<'a, T>

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

Formats the value using the given formatter. Read more
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impl<'a, T: Criterion> Optimizable for BaseNeuralNet<'a, T>

Compute the gradient of the Neural Network using the back propagation algorithm.

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fn compute_grad( &self, params: &[f64], inputs: &Matrix<f64>, targets: &Matrix<f64>, ) -> (f64, Vec<f64>)

Compute the gradient of the neural network.

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type Inputs = Matrix<f64>

The input data type to the model.
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type Targets = Matrix<f64>

The target data type to the model.

Auto Trait Implementations§

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impl<'a, T> Freeze for BaseNeuralNet<'a, T>
where T: Freeze,

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impl<'a, T> RefUnwindSafe for BaseNeuralNet<'a, T>
where T: RefUnwindSafe,

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impl<'a, T> Send for BaseNeuralNet<'a, T>
where T: Send,

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impl<'a, T> Sync for BaseNeuralNet<'a, T>
where T: Sync,

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impl<'a, T> Unpin for BaseNeuralNet<'a, T>
where T: Unpin,

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impl<'a, T> UnwindSafe for BaseNeuralNet<'a, T>
where T: 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<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<U> 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, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.