C# Class numl.Math.Optimization.Optimizer

Optimizer.
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Méthodes publiques

Méthode Description
Optimizer ( Vector theta, int maxIterations, double learningRate = 1.0, double momentum = 0.9, OptimizationMethods optimizationMethod = OptimizationMethods.StochasticGradientDescent, OptimizationMethod optimizer = null ) : System

Initializes a new Optimizer using the default values. Theta to optimize. Maximum number of iterations. Learning Rate (alpha) (Optional). Momentum parameter for use in accelerated methods (Optional). Type of optimization method to use (Optional). An external typed optimization method to use (Optional).
Run ( ) : void

Runs the optimization routine for the set number of iterations.
RunAsync ( ) : System.Threading.Tasks.Task

Runs the optimization routine for the set number of iterations.
Step ( ) : void

Performs a single step of the optimization routine.

Method Details

Optimizer() public méthode

Initializes a new Optimizer using the default values. Theta to optimize. Maximum number of iterations. Learning Rate (alpha) (Optional). Momentum parameter for use in accelerated methods (Optional). Type of optimization method to use (Optional). An external typed optimization method to use (Optional).
public Optimizer ( Vector theta, int maxIterations, double learningRate = 1.0, double momentum = 0.9, OptimizationMethods optimizationMethod = OptimizationMethods.StochasticGradientDescent, OptimizationMethod optimizer = null ) : System
theta numl.Math.LinearAlgebra.Vector
maxIterations int
learningRate double
momentum double
optimizationMethod OptimizationMethods
optimizer numl.Math.Optimization.Methods.OptimizationMethod
Résultat System

Run() public méthode

Runs the optimization routine for the set number of iterations.
public Run ( ) : void
Résultat void

RunAsync() public méthode

Runs the optimization routine for the set number of iterations.
public RunAsync ( ) : System.Threading.Tasks.Task
Résultat System.Threading.Tasks.Task

Step() public méthode

Performs a single step of the optimization routine.
public Step ( ) : void
Résultat void