Trait

io.picnicml.doddlemodel.linear.typeclasses

LinearModel

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trait LinearModel[A] extends AnyRef

Self Type
LinearModel[A] with Predictor[A]
Linear Supertypes
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Abstract Value Members

  1. abstract def copy(model: A, w: RealVector): A

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    A function that creates a new linear model with parameters w.

    A function that creates a new linear model with parameters w.

    Attributes
    protected
  2. abstract def lossGradStateless(model: A, w: RealVector, x: Features, y: Target): RealVector

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    A stateless function that calculates the gradient of the loss function wrt.

    A stateless function that calculates the gradient of the loss function wrt. model parameters.

    Attributes
    protected[io.picnicml.doddlemodel.linear]
  3. abstract def lossStateless(model: A, w: RealVector, x: Features, y: Target): Double

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    A stateless function that calculates the value of the loss function.

    A stateless function that calculates the value of the loss function.

    Attributes
    protected[io.picnicml.doddlemodel.linear]
  4. abstract def predictStateless(model: A, w: RealVector, x: Features): Target

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    A stateless function that predicts a target variable.

    A stateless function that predicts a target variable.

    Attributes
    protected
  5. abstract def w(model: A): Option[RealVector]

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    Parameters (weights) of a linear model, i.e.

    Parameters (weights) of a linear model, i.e. the state of the model.

    Attributes
    protected

Concrete Value Members

  1. final def !=(arg0: Any): Boolean

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  2. final def ##(): Int

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  3. final def ==(arg0: Any): Boolean

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  4. final def asInstanceOf[T0]: T0

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  5. def clone(): AnyRef

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  6. final def eq(arg0: AnyRef): Boolean

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  7. def equals(arg0: Any): Boolean

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  8. def finalize(): Unit

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  9. final def getClass(): Class[_]

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  10. def hashCode(): Int

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  11. def isFitted(model: A): Boolean

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  12. final def isInstanceOf[T0]: Boolean

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  13. def maximumLikelihood(model: A, x: Features, y: Target, init: RealVector): RealVector

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  14. final def ne(arg0: AnyRef): Boolean

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  15. final def notify(): Unit

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  16. final def notifyAll(): Unit

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  17. def predictSafe(model: A, x: Features): Target

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  18. final def synchronized[T0](arg0: ⇒ T0): T0

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  19. def toString(): String

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  20. final def wait(): Unit

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  21. final def wait(arg0: Long, arg1: Int): Unit

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  22. final def wait(arg0: Long): Unit

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  23. def xWithBiasTerm(x: Features): Features

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