Automatic Tuning of Hyperparameters for Neural Networks in Serverless Cloud.
Alex KaplunovichYelena YeshaPublished in: IEEE BigData (2020)
Keyphrases
- hyperparameters
- neural network
- model selection
- cross validation
- closed form
- bayesian framework
- prior information
- support vector
- gaussian process
- parameter settings
- random sampling
- em algorithm
- bayesian inference
- maximum likelihood
- noise level
- incremental learning
- sample size
- incomplete data
- artificial neural networks
- gaussian processes
- maximum a posteriori
- active learning
- parameter space
- missing values
- image segmentation
- image processing
- computer vision
- regularization parameter
- machine learning