Repository with codes for HPO with the following methods and packages:

Scikit:

• scikit-learn: GridSearch, RandomSearch, HalvingSearch
• scikit-optimize: Bayesian optimization
• scikit-hyperband (modified): Hyperband

Microsoft NNI:

• Simulated Annealing
• Bayesian Optimization Gaussian Process (BOGP)
• Bayesian Optimization HyperBand (BOHB)
• Deep Networks for Global Optimization (DNGO)
• Metis
• HyperBand
• Tree Parzen Estimator (TPE)
• Population Based Training (PBT)

Optuna:

• Grid Search
• Random Search
• Tree Parzen Estimator (TPE), incl. TPE for NAS

DEAP:

• Genetic Algorithm (GA)
• Particle Swarm Optimization (PSO)