Module optimization 

Quantum Machine Learning Optimization

This module provides quantum-specific optimization algorithms for training quantum machine learning models, including gradient-based and gradient-free methods.

Structs

GradientBasedOptimizer

Gradient-based optimizer

GradientFreeOptimizer

Gradient-free optimizer (for noisy quantum devices)

OptimizationResult

Optimization result

OptimizationStep

Single optimization step

OptimizerConfig

Optimizer configuration

VQEObjectiveFunction

VQE objective function

Traits

ObjectiveFunction

Objective function trait for quantum optimization

QuantumOptimizer

Quantum optimizer trait

Functions

create_gradient_free_optimizer

Create a gradient-free optimizer

create_gradient_optimizer

Create a gradient-based optimizer