L2L

• Quickstart
  • Running an experiment
  • Writing Optimizees and Optimizers
• Overview
  • Introduction
  • The Interface
    • Terminology
    • Iteration loop
  • Writing new algorithms
    • Important Data Structures
      • Trajectory
      • Individual-Dict
    • Optimizee
      • Constructor of Optimizee
      • The create_individual() function:
      • The simulate() function:
    • Optimizer
      • Constructor of Optimizer
      • The post_process() function:
    • Running an L2L simulation
  • Examples
  • Data postprocessing
  • Parallelization
  • Logging
  • Additional Utilities and Protocols
    • dict-to-list-to-dict Conversion
• API Reference
  • Optimizees
    • Optimizee Base Module
    • Implemented examples
      • Optimizee for simple functions
        • FunctionGeneratorOptimizee
        • l2l.optimizees.functions.tools
      • Optimizee for MNIST
        • MNISTOptimizee
        • MNISTOptimizeeParameters
  • Optimizers
    • Optimizer Base Module
    • Implemented Examples
      • Optimizer using Cross Entropy
        • CrossEntropyOptimizer
        • CrossEntropyParameters
        • Distributions
      • Optimizer using FACE
        • FACEOptimizer
        • FACEParameters
      • Optimizer using Gradient Descent
        • GradientDescentOptimizer
        • ClassicGDParameters
        • StochasticGDParameters
        • AdamParameters
        • RMSPropParameters
      • Optimizer using Grid Search
        • GridSearchOptimizer
        • GridSearchParameters
      • Optimizer using Evolutionary Algorithm
        • GeneticAlgorithmOptimizer
        • GeneticAlgorithmParameters
      • Optimizer using Simulated Annealing
        • SimulatedAnnealingOptimizer
        • SimulatedAnnealingParameters
      • Optimizer using Evolution Strategies
        • EvolutionStrategiesOptimizer
        • EvolutionStrategiesParameters
      • Optimizer using Natural Evolution Strategies
        • NaturalEvolutionStrategiesOptimizer
        • NaturalEvolutionStrategiesParameters
  • Simulation control
    • Trajectory
    • Individual
    • ParamterGroup
  • Logging Tools
    • Module Functions
  • Other module functions
• L2L Experiments
• Indices and tables