Using machine learning to model the training scalability of convolutional neural networks on clusters of GPUs.
Sergio BarrachinaAdrián CastellóMar CatalánManuel F. DolzJosé I. MestrePublished in: Computing (2023)
Keyphrases
- machine learning
- high level
- mathematical model
- probabilistic model
- training algorithm
- parallel processing
- neural network model
- statistical model
- objective function
- high dimensional
- artificial neural networks
- neural network
- supervised learning
- model selection
- computational model
- training data
- hierarchical structure
- similarity measure
- feature extraction
- learning algorithm
- convolutional neural networks