TrimTuner: Efficient Optimization of Machine Learning Jobs in the Cloud via Sub-Sampling.
Pedro MendesMaria CasimiroPaolo RomanoDavid GarlanPublished in: MASCOTS (2020)
Keyphrases
- efficient optimization
- machine learning
- cloud computing
- optimization methods
- machine learning algorithms
- machine learning methods
- learning algorithm
- active learning
- semi supervised learning
- convex relaxation
- processing times
- decision trees
- natural language processing
- text classification
- data mining
- information extraction
- computer vision
- transfer learning
- kernel methods
- supervised learning
- reinforcement learning