- 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.
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,
Name / Title
Company / Classification
Phones & Addresses
Hao Cheng President
Guangzhou Media American Co. Ltd
9067 Las Tunas Dr, Temple City, CA 91780 500 Montebello Blvd, Rosemead, CA 91770
Hao Cheng President
GLOBAL COMMUNICATION GROUP INC
407 W Vly Blvd UNIT 3, Alhambra, CA 91803 388 E Vly Blvd, Alhambra, CA 91801 500 Montebello Blvd, Rosemead, CA 91770
Hao Cheng Principal
Haofa Nonclassifiable Establishments
81 Dunsmuir St, San Francisco, CA 94134
Hao Cheng President
AMERICA-CHINA EDUCATIONAL EXCHANGE FOUNDATION
1641 W Main St STE 201, Alhambra, CA 91801
Hao Cheng President
HAO JANE INC
250 W Vly Blvd #L, San Gabriel, CA 91776
Hao Cheng Principal, President
NEW KINGSWOOD INC Eating Place
250 W Vly Blvd #L, San Gabriel, CA 91776 (626)2890589