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You're reading from  Artificial Intelligence for IoT Cookbook

Product typeBook
Published inMar 2021
Reading LevelIntermediate
PublisherPackt
ISBN-139781838981983
Edition1st Edition
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Author (1)
Michael Roshak
Michael Roshak
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Michael Roshak

Michael Roshak is a cloud architect and strategist with extensive subject matter expertise in enterprise cloud transformation programs and infrastructure modernization through designing, and deploying cloud-oriented solutions and architectures. He is responsible for providing strategic advisory for cloud adoption, consultative technical sales, and driving broad cloud services consumption with highly strategic accounts across multiple industries.
Read more about Michael Roshak

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Enabling distributed ML with fog computing

Working in IoT generally means working with large data. Sensors can be verbose and the devices can be large as well. The CERN's particle accelerator, for example, generates over a petabyte a second. Sending this raw data to a central repository would be impractical. Many companies facing extremely large datasets or extremely fast-moving datasets can face challenges when it comes to dealing with their data.

In this recipe, we are going to distribute a workload across several systems, thereby allowing one system to take an image and another to process it. A small device, in our example, could take the image and stream it to an industrial PC or a set of servers in a factory. We are going to use docker and docker-compose here, while for our algorithm, we are going to use YOLO's (an image classification algorithm) OpenCV implementation. 

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Artificial Intelligence for IoT Cookbook
Published in: Mar 2021Publisher: PacktISBN-13: 9781838981983

Author (1)

author image
Michael Roshak

Michael Roshak is a cloud architect and strategist with extensive subject matter expertise in enterprise cloud transformation programs and infrastructure modernization through designing, and deploying cloud-oriented solutions and architectures. He is responsible for providing strategic advisory for cloud adoption, consultative technical sales, and driving broad cloud services consumption with highly strategic accounts across multiple industries.
Read more about Michael Roshak