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AI at the Edge

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AI at the Edge

Sách gia công
 
 
Thể loại:Computers - Artificial Intelligence (AI)
 
Năm:2023
 
In lần thứ:1st
 
Nhà xuát bản:O'Reilly Media, Inc.
 
Ngôn ngữ:english
 
Trang:300
 
 
Edge artificial intelligence is transforming the way computers interact
with the real world, allowing internet of things (IoT) devices to make
decisions using the 99% of sensor data that was previously discarded due
to cost, bandwidth, or power limitations. With techniques like embedded
machine learning, developers can capture human intuition and deploy it
to any target--from ultra-low power microcontrollers to flexible
embedded Linux devices--for applications that reduce latency, protect
privacy, and work without a network connection, greatly expanding the
capabilities of the IoT.
 
 
 
This practical guide gives engineering
professionals and product managers an end-to-end framework for solving
real-world industrial, commercial, and scientific problems with edge AI.
You'll explore every stage of the process, from data collection to
model optimization to tuning and testing, as you learn how to design and
support edge AI and embedded ML products. Edge AI is destined to become
a standard tool for systems engineers. This high-level roadmap will
help you get started.
 
 
 
Develop your expertise in artificial intelligence and machine learning on edge devices
 
Understand which projects are best solved with edge AI
 
Explore typical design patterns used with edge AI apps
 
Use an iterative workflow to develop an edge AI application
 
Optimize models for deployment to embedded devices
 
Improve model performance based on feedback from real-world use