Spotnik: Designing Distributed Machine Learning for Transient Cloud Resources.
Marcel WagenländerLuo MaiGuo LiPeter R. PietzuchPublished in: HotCloud (2020)
Keyphrases
- machine learning
- computing infrastructure
- heterogeneous environments
- cloud computing
- computing resources
- distributed systems
- machine learning methods
- geographically distributed
- limited resources
- resource allocation
- machine learning algorithms
- cooperative
- computing platform
- computing environments
- active learning
- text classification
- steady state
- computational grids
- grid technology
- machine learning approaches
- distributed data
- supervised learning
- distributed computing
- pattern recognition
- map reduce
- data mining
- reinforcement learning
- statistical methods
- computer vision
- uniform access
- knowledge acquisition
- data analysis
- information extraction
- support vector machine
- multi agent
- private cloud
- resource sharing
- resource constraints
- explanation based learning
- resource management
- inductive learning
- computer networks
- distributed environment
- mobile agents
- computer science
- model selection
- text mining