- 专利标题: Systems and methods for synthetic data generation
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申请号: US16151407申请日: 2018-10-04
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公开(公告)号: US11615208B2公开(公告)日: 2023-03-28
- 发明人: Anh Truong , Fardin Abdi Taghi Abad , Jeremy Goodsitt , Austin Walters , Mark Watson , Vincent Pham , Noriaki Tatsumi , Michael Walters , Kate Key , Reza Farivar , Kenneth Taylor
- 申请人: Capital One Services, LLC
- 申请人地址: US VA McLean
- 专利权人: Capital One Services, LLC
- 当前专利权人: Capital One Services, LLC
- 当前专利权人地址: US VA McLean
- 代理机构: Finnegan, Henderson, Farabow, Garrett & Dunner, LLP
- 主分类号: G06N3/08
- IPC分类号: G06N3/08 ; G06N5/00 ; G06N5/02 ; G06F21/62 ; G06N20/00 ; G06F9/54 ; G06F17/16 ; G06N3/04 ; G06F11/36 ; G06N5/04 ; G06F17/15 ; G06T7/194 ; G06T7/254 ; G06T7/246 ; G06F16/2455 ; G06F16/22 ; G06F16/28 ; G06F16/906 ; G06F16/93 ; G06F16/903 ; G06F16/9038 ; G06F16/9032 ; G06N3/088 ; G06F16/25 ; G06F16/335 ; G06F16/242 ; G06F16/248 ; G06F30/20 ; G06F40/166 ; G06F40/117 ; G06F40/20 ; G06F8/71 ; G06F17/18 ; G06F21/55 ; G06F21/60 ; G06K9/62 ; G06N7/00 ; G06Q10/04 ; G06T11/00 ; H04L9/40 ; H04L67/306 ; H04L67/00 ; H04N21/234 ; H04N21/81 ; G06V10/70 ; G06V10/98 ; G06V30/194 ; G06V30/196
摘要:
A cloud computing system can be configured to generate data models. A model optimizer of the cloud computing system can provision computing resources of the cloud computing system with a data model. A dataset generator of the cloud computing system can generate a synthetic dataset for training the data model. The computing resources can train the data model using the synthetic dataset. The model optimizer can store the data model and metadata of the data model in a model storage. The cloud computing system can receive production data from a data source by a production instance of the cloud computing system using a common file system. The production data can be processed using the data model by the production instance. The computing resources, the dataset generator, and the model optimizer can be hosted by separate virtual computing instances of the cloud computing system.
公开/授权文献
- US20200012933A1 SYSTEMS AND METHODS FOR SYNTHETIC DATA GENERATION 公开/授权日:2020-01-09
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