Fast and Fine-grained Autoscaler for Streaming Jobs with Reinforcement Learning.
Mingzhe XingHangyu MaoZhen XiaoPublished in: IJCAI (2022)
Keyphrases
- fine grained
- reinforcement learning
- coarse grained
- function approximation
- access control
- processing times
- data streams
- state space
- markov decision processes
- tightly coupled
- massively parallel
- machine learning
- optimal policy
- transfer learning
- knowledge base
- web search
- probabilistic model
- high level
- learning algorithm
- databases
- user intent