July 2020
Intermediate to advanced
308 pages
9h 31m
English
Content preview from Ascend AI Processor Architecture and Programming
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Chapter 6: Case studies
Abstract
This chapter focuses on the data and algorithms to run AI, based on the computation power of the Ascend AI processor. This chapter is divided into two sections. In the first section, the standard evaluation criteria for image classification and video-based object detection algorithms are introduced followed by the criteria to evaluate the hardware’s inferencing performance. In the second section, examples of image recognition and video object detection are used; their datasets and typical algorithms used, to illustrate how to develop customized operators and end-to-end applications on Ascend AI processors.
Keywords
Evaluation criteria; Accuracy; Mean average precision; Throughput and latency; Energy Efficiency ...
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