Anesthesia Services Associates 27351 Dequindre Rd, Madison Heights, MI 48071 (248)9677082 (phone), (248)9677362 (fax)
Harper University Hospital Anesthesiology 3990 John R St, Detroit, MI 48201 (313)7458521 (phone), (313)7459502 (fax)
Anesthesia Services Associates 1375 N Main St, Lapeer, MI 48446 (810)6675500 (phone), (810)6675705 (fax)
Anesthesia Services Associates 1221 Pne Grv Ave, Port Huron, MI 48060 (810)9875000 (phone), (517)7877313 (fax)
Anesthesia Services Associates 6245 Inkster Rd, Garden City, MI 48135 (734)4213300 (phone), (517)7877293 (fax)
Anesthesia Services Associates PC 4646 John R St, Detroit, MI 48201 (313)5761000 (phone), (313)5761182 (fax)
Education:
Medical School Shanghai Med Univ, Shanghai First Med Univ, Shanghai, China Graduated: 1987
Languages:
English
Description:
Dr. Cheng graduated from the Shanghai Med Univ, Shanghai First Med Univ, Shanghai, China in 1987. He works in Madison Heights, MI and 5 other locations and specializes in Anesthesiology. Dr. Cheng is affiliated with Crittenton Hospital Medical Center, Detroit Receiving Hospital, DMC Sinai-Grace Hospital, Garden City Hospital, Harper University Hospital, John Dingell VA Medical Center,
Us Patents
Computer-Implemented Systems And Methods For Performing Pricing Analysis
Rajendra Singh Solanki - Cary NC, US Yinhua Wang - Cary NC, US Jie Zhong - Raleigh NC, US Hao Cheng - Athens GA, US
Assignee:
SAS Institute Inc. - Cary NC
International Classification:
G06Q 99/00
US Classification:
705400, 705 11, 705 731
Abstract:
Computer-implemented systems and methods for regular pricing optimization. A system can include decomposing a pricing situation into sub-problems. A non-linear optimization problem is solved to determine continuous optimal prices. A mixed integer linear programming problem is solved to snap prices to grid points.
Adversarial Pretraining Of Machine Learning Models
- Redmond WA, US Hao Cheng - Bellevue WA, US Yu Wang - Bellevue WA, US Jianfeng Gao - Woodinville WA, US Weizhu Chen - Kirkland WA, US Pengcheng He - Sammamish WA, US Hoifung Poon - Bellevue WA, US
Assignee:
Microsoft Technology Licensing, LLC - Redmond WA
International Classification:
G06N 20/00 G06N 3/08 G06F 40/284 G06K 9/62
Abstract:
This document relates to training of machine learning models. One example method involves providing a machine learning model having one or more mapping layers. The one or more mapping layers can include at least a first mapping layer configured to map components of pretraining examples into first representations in a space. The example method also includes performing a pretraining stage on the one or more mapping layers using the pretraining examples. The pretraining stage can include adding noise to the first representations of the components of the pretraining examples to obtain noise-adjusted first representations. The pretraining stage can also include performing a self-supervised learning process to pretrain the one or more mapping layers using at least the first representations of the training data items and the noise-adjusted first representations of the training data items.