SHADHO: Massively Scalable Hardware-Aware Distributed Hyperparameter Optimization.
Jeff KinnisonNathaniel Kremer-HermanDouglas ThainWalter J. ScheirerPublished in: CoRR (2017)
Keyphrases
- commodity hardware
- parallel computing
- massively parallel
- distributed systems
- scalable distributed
- optimization algorithm
- low cost
- parallel processing
- cooperative
- lightweight
- data intensive
- global optimization
- optimization problems
- computing systems
- fully distributed
- high scalability
- multi agent
- autonomy oriented computing
- optimization process
- real time
- distributed environment
- fault tolerant
- distributed storage
- peer to peer
- vlsi implementation
- computing platform
- genetic algorithm
- multi objective
- model selection
- cloud computing
- nonlinear programming
- sample size
- cross validation
- distributed data
- data acquisition
- optimization method
- distributed computing
- constrained optimization
- gaussian process
- maximum a posteriori
- hardware implementation
- hardware and software