Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

URI: https://gptkb.org/entity/Improving_Deep_Neural_Networks:_Hyperparameter_tuning,_Regularization_and_Optimization
GPTKB entity
Statements (26)
Predicate Object
gptkbp:instanceOf online learning platform
gptkbp:duration 3 weeks
gptkbp:hasProgrammingAssignments true
gptkbp:hasQuizzes true
gptkbp:hasVideoLectures true
https://www.w3.org/2000/01/rdf-schema#label Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
gptkbp:language English
gptkbp:level intermediate
gptkbp:notableFaculty gptkb:Andrew_Ng
gptkbp:offeredBy gptkb:Coursera
gptkbp:partOf gptkb:Deep_Learning_Specialization
gptkbp:releaseYear 2017
gptkbp:teaches gptkb:Adam_optimizer
gptkb:RMSprop
gradient descent
batch normalization
dropout
mini-batch gradient descent
learning rate decay
weight initialization
gptkbp:topic deep learning
optimization
hyperparameter tuning
regularization
gptkbp:bfsParent gptkb:Deep_Learning_Specialization_(Coursera)
gptkbp:bfsLayer 7