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Thursday, October 8 • 4:00pm - 4:30pm
Application of Reinforcement Learning (A Machine Learning Paradigm) in CloudStack

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For resource allocation, currently CloudStack uses heuristic/threshold based algorithms which are error prone and may not fit best for all environments. In addition to this different kind of applications have different kind of resources (compute, storage etc.) requirements which is tricky and hard to allocate. With some initial learning provided, Reinforcement Learning based approaches will learn the best policies for system automatically. If there are some changes in environment than it will automatically detect changes and will try to modify policies which are more suited for changed environment.
Reinforcement Learning based techniques can also be utilised for VM consolidation in CloudStack. VM consolidation helps in operational savings of data center.

Speakers

Thursday October 8, 2015 4:00pm - 4:30pm
Liffey Hall 2

Attendees (5)