Class/Object

au.id.cxd.math.model.network.initialisation

RandomWeightInitialisation

Related Docs: object RandomWeightInitialisation | package initialisation

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class RandomWeightInitialisation extends WeightInitialisationStrategy

simple weight initialisation choosing a random double between 0 and 1.0

Some suggested initialisations are:

$$ W_{i,j} = U(-1/\sqrt{m}, 1/\sqrt{m}) $$

Where $m$ is the number of columns in the input layer.

$$ W_{i,j} = U(-\sqrt{6/(m+n), \sqrt{6/(m+n)}) $$

Where $m$ is the number of columns in the input layer and $n$ the number of rows in the data.

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  2. WeightInitialisationStrategy
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Instance Constructors

  1. new RandomWeightInitialisation(seed: Long = 42L, range: (Double, Double) = (-1.0,1.0))

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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. final def isInstanceOf[T0]: Boolean

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

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  13. final def notify(): Unit

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  14. final def notifyAll(): Unit

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  15. def op(rows: Int, cols: Int): DenseMatrix[Double]

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    initialisation strategy.

    initialisation strategy.

    Definition Classes
    RandomWeightInitialisationWeightInitialisationStrategy
  16. val rand: RUniform

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  17. val range: (Double, Double)

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  18. val seed: Long

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

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  20. def toString(): String

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  21. final def wait(): Unit

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

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

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