Amazon Technologies, Inc.

Bo Pang

Leslie Johann Lamprecht

Sunil Mallya Kasaragod

Yusheng Xie

Mohit Gupta

Letian Feng

Yahor Pushkin

Yaser Al-Onaizan

Roberto Pentz De Faria

Saman Zarandioon

Miguel Ballesteros Martinez

Yogarshi Paritosh Vyas

Qijia Chen

Graham Vintcent Horwood

Yinxiao Zhang

Aruni Roy Chowdhury

Liutong Zhou

Xuan Zhu

Diego Marcheggiani

Techniques for performing natural language processing (NLP) on semi-structured data are described. An exemplary method includes receiving a semi-structured document to perform NLP on using a trained NLP model; converting the semi-structured document into a secondary format, wherein the secondary format includes spatial information for tokens of the semi-structured document; flattening the converted, secondary formatted semi-structured document into a Unicode Transformation Format text file; performing NLP on the Unicode Transformation Format text file using the trained NLP model; and providing a result of the NLP to a requester.

Natural language processing on semi-structured data

Techniques for a service provider network to allow users to quickly and easily establish a testing environment to test various virtual machine (VM) instance types for hosting their workloads. Rather than identifying and recommending optimized VM instance types for hosting workloads of users, the techniques allow for users to initially test the VM instance types and determine how well their workloads perform on the VM instance types. Users can quickly and easily (e.g., 'one-click' input) request that a testing environment be established. The optimization service can then test one or more recommended VM instance types for the users' workloads in the testing environment. The optimization service can monitor the performance of the VM instance types while they host the 'test workloads,' and provide the users with performance metrics to help them decide if they would like to migrate their workloads to the recommended VM instance types.

Testing recommended compute platforms for a workload

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Seattle, WA, United States of America

Bo Pang