Device Placement Optimization with Reinforcement Learning.
Azalia MirhoseiniHieu PhamQuoc V. LeBenoit SteinerRasmus LarsenYuefeng ZhouNaveen KumarMohammad NorouziSamy BengioJeff DeanPublished in: ICML (2017)
Keyphrases
- reinforcement learning
- optimization algorithm
- global optimization
- optimization problems
- reinforcement learning algorithms
- optimal placement
- artificial neural networks
- optimization method
- least squares
- constrained optimization
- optimization process
- function approximation
- combinatorial optimization
- model free
- state space
- search space
- learning algorithm
- machine learning
- robotic control
- optimal policy
- optimization model
- discrete optimization
- markov decision processes
- real time
- mobile robot
- evolutionary algorithm
- genetic algorithm
- neural network