MLLess: Achieving Cost Efficiency in Serverless Machine Learning Training.
Pablo Gimeno SarrocaMarc Sánchez ArtigasPublished in: CoRR (2022)
Keyphrases
- machine learning
- cost reduction
- supervised learning
- cost savings
- decision trees
- machine learning algorithms
- learning algorithm
- pattern recognition
- test set
- knowledge acquisition
- inductive learning
- learning systems
- machine learning methods
- expected cost
- cost sensitive learning
- high efficiency
- training process
- training examples
- training samples
- natural language processing
- support vector machine
- training set
- covariate shift
- maintenance cost
- machine learning approaches
- cost effectiveness
- database
- training algorithm
- total cost
- learning tasks
- kernel methods
- transfer learning
- text classification
- active learning
- computer science
- objective function
- neural network