Class/Object

ml.combust.mleap.core.ann

FeedForwardModel

Related Docs: object FeedForwardModel | package ann

Permalink

class FeedForwardModel extends TopologyModel

Model of Feed Forward Neural Network. Implements forward, gradient computation and can return weights in vector format.

Linear Supertypes
TopologyModel, Serializable, Serializable, AnyRef, Any
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. FeedForwardModel
  2. TopologyModel
  3. Serializable
  4. Serializable
  5. AnyRef
  6. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Value Members

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

    Permalink
    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

    Permalink
    Definition Classes
    AnyRef → Any

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

    Permalink
    Definition Classes
    AnyRef → Any

  4. final def asInstanceOf[T0]: T0

    Permalink
    Definition Classes
    Any

  5. def clone(): AnyRef

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  6. def computeGradient(data: DenseMatrix[Double], target: DenseMatrix[Double], cumGradient: Vector, realBatchSize: Int): Double

    Permalink

    Computes gradient for the network

    Computes gradient for the network

    data

    input data

    target

    target output

    cumGradient

    cumulative gradient

    returns

    error

    Definition Classes
    FeedForwardModel → TopologyModel

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

    Permalink
    Definition Classes
    AnyRef

  8. def equals(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

  9. def finalize(): Unit

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  10. def forward(data: DenseMatrix[Double]): Array[DenseMatrix[Double]]

    Permalink

    Forward propagation

    Forward propagation

    data

    input data

    returns

    array of outputs for each of the layers

    Definition Classes
    FeedForwardModel → TopologyModel

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

    Permalink
    Definition Classes
    AnyRef → Any

  12. def hashCode(): Int

    Permalink
    Definition Classes
    AnyRef → Any

  13. final def isInstanceOf[T0]: Boolean

    Permalink
    Definition Classes
    Any

  14. val layerModels: Array[LayerModel]

    Permalink

    Array of layer models

    Array of layer models

    Definition Classes
    FeedForwardModel → TopologyModel

  15. val layers: Array[Layer]

    Permalink

    Array of layers

    Array of layers

    Definition Classes
    FeedForwardModel → TopologyModel

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

    Permalink
    Definition Classes
    AnyRef

  17. final def notify(): Unit

    Permalink
    Definition Classes
    AnyRef

  18. final def notifyAll(): Unit

    Permalink
    Definition Classes
    AnyRef

  19. def predict(data: Vector): Vector

    Permalink

    Prediction of the model

    Prediction of the model

    data

    input data

    returns

    prediction

    Definition Classes
    FeedForwardModel → TopologyModel

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

    Permalink
    Definition Classes
    AnyRef

  21. def toString(): String

    Permalink
    Definition Classes
    AnyRef → Any

  22. val topology: FeedForwardTopology

    Permalink

    network topology

  23. final def wait(): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  26. val weights: Vector

    Permalink

    network weights

    network weights

    Definition Classes
    FeedForwardModel → TopologyModel

Inherited from TopologyModel

Inherited from Serializable

Inherited from Serializable

Inherited from AnyRef

Inherited from Any

Ungrouped