Osprey: Hyperparameter Optimization for Machine Learning.
Robert T. McGibbonCarlos X. HernándezMatthew P. HarriganSteven M. KearnesMohammad M. SultanStanislaw JastrzebskiBrooke E. HusicVijay S. PandePublished in: J. Open Source Softw. (2016)
Keyphrases
- machine learning
- optimization algorithm
- global optimization
- model selection
- knowledge acquisition
- optimization problems
- computer vision
- semi supervised learning
- optimization method
- gaussian processes
- support vector machine
- text classification
- learning algorithm
- machine learning algorithms
- natural language processing
- information extraction
- active learning
- hyperparameters
- computer science
- pattern recognition
- reinforcement learning
- optimization model
- optimization methods
- artificial intelligence
- optimization process
- gaussian process
- constrained optimization
- machine learning approaches
- optimization approaches
- bilevel programming
- genetic algorithm
- cross validation
- feature selection
- data mining
- computational intelligence
- text mining
- expert systems
- training data
- decision trees
- knowledge base