Orpheus: Efficient Distributed Machine Learning via System and Algorithm Co-design.
Pengtao XieJin Kyu KimQirong HoYaoliang YuEric P. XingPublished in: SoCC (2018)
Keyphrases
- machine learning
- learning algorithm
- dynamic programming
- times faster
- computationally efficient
- experimental evaluation
- preprocessing
- improved algorithm
- search space
- single pass
- objective function
- optimization algorithm
- cost function
- matching algorithm
- distributed systems
- detection algorithm
- recognition algorithm
- multi robot
- highly efficient
- computational cost
- significant improvement
- machine learning systems
- particle swarm optimization
- space requirements
- computer vision
- high efficiency
- similarity measure
- computational complexity
- k means
- active learning
- np hard
- ant colony optimization
- machine learning algorithms
- worst case
- theoretical analysis
- high accuracy
- expectation maximization