Class BaseRegularizer

Regularizers allow to apply penalties on layer parameters or layer activity during optimization. These penalties are incorporated in the loss function that the network optimizes.

The penalties are applied on a per-layer basis.The exact API will depend on the layer, but the layers Dense, Conv1D, Conv2D and Conv3D have a unified API.

Inheritance

System.Object

BaseRegularizer

L1L2

Namespace: SiaNet.Regularizers

Assembly: SiaNet.dll

Syntax

public abstract class BaseRegularizer

Constructors

BaseRegularizer(Single, Single)

Initializes a new instance of the BaseRegularizer class.

Declaration

public BaseRegularizer(float l1 = 0.01F, float l2 = 0.01F)

Parameters

Type	Name	Description
System.Single	l1	The l1 value. Default to 0.01
System.Single	l2	The l2 value. Default to 0.01

Properties

Name

Gets or sets the name of the regularizer function

Declaration

public string Name { get; set; }

Property Value

Type	Description
System.String	The name.