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HPO (Implementation (:check: PU (CPU, GPU), :pencil2: Parallelized, …
HPO
Implementation
:pencil2: Parallelized
:pencil2: Library
:pencil2: Language
:pencil2: OS
:check: PU
CPU
GPU
:check: Methods
Black-box
Model-free
Grid search
Random search
Model-based
Bayesian optimization
GP
TPE
SMAC
Population based
CMA-ES
PSO
Mixed
BOHB
Freeze-thaw
Multi-fidelity
Bandit
Successive Halving
Hyperband
Leraning Curve Prediction
Problem
:pencil2: Number of HPs
:check: HP space
Continuous & real
Mixed
With conditionals (tree-base space)