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Neural Adaptive Optimizer
Implementation of neural networks that learn adaptive optimization strategies and can dynamically adjust their behavior based on optimization progress.
Structs§
- Adaptation
Controller - Adaptation controller for dynamic strategy adjustment
- Adaptation
Rate Controller - Adaptation rate controller
- Adaptive
Optimization Stats - Adaptive optimization statistics
- Adaptive
Optimization Step - Adaptive optimization step result
- Bounded
History - Memory-efficient bounded history collection
- Computation
Cache - Memory-efficient computation cache for reusing allocations
- Confidence
Estimator - Confidence estimator
- Feature
Extractor - Feature extractor for performance prediction
- Layer
Normalization - Layer normalization
- Network
Architecture - Network architecture specification
- Neural
Adaptive Optimizer - Neural Adaptive Optimizer with dynamic strategy learning
- Neural
Layer - Neural layer
- Optimization
Network - Neural network for optimization strategy
- Optimization
Strategy - Optimization strategy
- Optimization
Trajectory - Optimization trajectory for training
- Performance
Predictor - Performance predictor
- Progress
Indicator - Progress indicator
- Progress
Monitor - Progress monitor
- Recurrent
Connections - Recurrent connections for memory
- Seasonality
Detector - Seasonality detector
- Strategy
Selector - Strategy selector
- Temporal
Features - Temporal features
- Trend
Analyzer - Trend analyzer
- Uncertainty
Quantifier - Uncertainty quantification
Enums§
- Progress
State - Progress state
- Uncertainty
Method - Uncertainty estimation methods
Functions§
- neural_
adaptive_ optimize - Convenience function for neural adaptive optimization
- placeholder