HeteroSpark: A heterogeneous CPU/GPU Spark platform for machine learning algorithms.
Peilong LiYan LuoNing ZhangYu CaoPublished in: NAS (2015)
Keyphrases
- machine learning algorithms
- heterogeneous computing
- graphics processing units
- gpu implementation
- benchmark data sets
- real time
- graphics processors
- learning algorithm
- machine learning methods
- decision trees
- machine learning
- predictive accuracy
- learning problems
- random forests
- general purpose
- machine learning approaches
- input features
- supervised learning algorithms
- multi class
- standard machine learning algorithms
- parallel computing
- machine learning models
- machine learning systems
- artificial neural networks
- real world
- statistical machine learning
- feature selection
- training data
- domain specific
- parallel implementation
- learning tasks