Population Based Training

GPTKB entity

Statements (30)
Predicate Object
gptkbp:instanceOf machine learning technique
gptkbp:appliesTo gptkb:reinforcement_learning
supervised learning
image classification
language modeling
gptkbp:author gptkb:Koray_Kavukcuoglu
gptkb:Alex_Graves
gptkb:Simon_Osindero
gptkb:Antonio_Garcia
Vlad Mnih
Max Jaderberg
Wojciech Marian Czarnecki
Geoffrey Wayne
Joel Z. Leibo
gptkbp:enables dynamic hyperparameter adaptation
parallel training
https://www.w3.org/2000/01/rdf-schema#label Population Based Training
gptkbp:introduced gptkb:DeepMind
gptkbp:introducedIn 2017
gptkbp:optimizedFor hyperparameters
model parameters
gptkbp:publishedIn arXiv:1711.09846
gptkbp:relatedTo hyperparameter optimization
evolutionary algorithms
neural architecture search
gptkbp:usedIn deep learning
gptkbp:uses population of models
gptkbp:bfsParent gptkb:Lasse_Espeholt
gptkb:Ray_Tune
gptkbp:bfsLayer 8