Neural Architecture Search

URI: https://gptkb.org/entity/Neural_Architecture_Search

GPTKB entity

Statements (51)

Predicate	Object
gptkbp:instanceOf	machine learning technique
gptkbp:abbreviation	gptkb:NAS
gptkbp:application	natural language processing speech recognition image classification
gptkbp:category	meta-learning
gptkbp:challenge	high computational cost search space design transferability of architectures
gptkbp:conference	gptkb:CVPR gptkb:ICML gptkb:NeurIPS
gptkbp:field	gptkb:artificial_intelligence gptkb:machine_learning
https://www.w3.org/2000/01/rdf-schema#label	Neural Architecture Search
gptkbp:impact	improved model performance reduced need for expert design
gptkbp:input	search space performance metric
gptkbp:notable_for	evolutionary algorithm-based NAS gradient-based NAS reinforcement learning-based NAS
gptkbp:notable_framework	gptkb:ENAS gptkb:NASNet gptkb:DARTS
gptkbp:notable_paper	gptkb:Neural_Architecture_Search_with_Reinforcement_Learning_(Zoph_&_Le,_2017)
gptkbp:notableContributor	gptkb:Quoc_V._Le gptkb:Barret_Zoph
gptkbp:openSource	gptkb:Auto-Keras gptkb:NASCIFAR gptkb:NATS-Bench
gptkbp:optimizedFor	gptkb:reinforcement_learning gradient descent evolutionary algorithms
gptkbp:output	gptkb:convolutional_neural_network
gptkbp:proposedBy	2017
gptkbp:purpose	automated design of neural network architectures
gptkbp:related_dataset	gptkb:CIFAR-10 gptkb:ImageNet
gptkbp:related_survey	gptkb:A_Survey_on_Neural_Architecture_Search_(Elsken_et_al.,_2019) gptkb:Neural_Architecture_Search:_A_Review_(Wistuba_et_al.,_2019)
gptkbp:relatedConcept	gptkb:AutoML controller hyperparameter optimization architecture search space search strategy
gptkbp:used_in	gptkb:Facebook gptkb:Google gptkb:Microsoft
gptkbp:bfsParent	gptkb:convolutional_neural_network
gptkbp:bfsLayer	5