US Patent:
20210286611, Sep 16, 2021
Inventors:
- Redwood Shores CA, US
Amit Ganesh - San Jose CA, US
Uri Shaft - Fremont CA, US
Prasad Ravuri - San Jose CA, US
Long Yang - Redwood City CA, US
Sampanna Shahaji Salunke - Dublin CA, US
Sumathi Gopalakrishnan - Fremont CA, US
Timothy Mark Frazier - Livermore CA, US
Shriram Krishnan - Oakland CA, US
Assignee:
Oracle International Corporation - Redwood Shores CA
International Classification:
G06F 8/65
G06N 20/00
G06F 8/60
G06F 16/906
G06F 8/61
G06F 9/50
Abstract:
Techniques for artificial intelligence driven configuration management are described herein. In some embodiments, a machine-learning process determines a feature set for a plurality of deployments of a software resource. Based on varying values in the feature set, the process clusters each of the plurality of deployments into a cluster of a plurality of clusters. Each cluster of the plurality of clusters comprises one or more nodes and each node of the one or more nodes corresponds to at least a subset of values of the feature set that are detected in at least one deployment of the plurality of deployments of the software resource. The process determines a representative node for each cluster of the plurality of clusters. An operation may be performed based on the representative node for at least one cluster.