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TinyML Cookbook

You're reading from   TinyML Cookbook Combine artificial intelligence and ultra-low-power embedded devices to make the world smarter

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Product type Paperback
Published in Apr 2022
Publisher Packt
ISBN-13 9781801814973
Length 344 pages
Edition 1st Edition
Tools
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Author (1):
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Gian Marco Iodice Gian Marco Iodice
Author Profile Icon Gian Marco Iodice
Gian Marco Iodice
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Toc

Table of Contents (10) Chapters Close

Preface 1. Chapter 1: Getting Started with TinyML 2. Chapter 2: Prototyping with Microcontrollers FREE CHAPTER 3. Chapter 3: Building a Weather Station with TensorFlow Lite for Microcontrollers 4. Chapter 4: Voice Controlling LEDs with Edge Impulse 5. Chapter 5: Indoor Scene Classification with TensorFlow Lite for Microcontrollers and the Arduino Nano 6. Chapter 6: Building a Gesture-Based Interface for YouTube Playback 7. Chapter 7: Running a Tiny CIFAR-10 Model on a Virtual Platform with the Zephyr OS 8. Chapter 8: Toward the Next TinyML Generation with microNPU 9. Other Books You May Enjoy

Learning the difference between power and energy

Power matters in TinyML, and the target we aim for is in the milliwatt (mW) range or below, which means thousands of times more efficient than a traditional desktop machine.

Although there are cases where we might consider using energy harvesting solutions, such as solar panels, those could not always be possible because of cost and physical dimensions.

However, what do we mean by power and energy? Let's discover these terms by giving a basic overview of the fundamental physical quantities governing electronic circuits.

Voltage versus current

Current is what makes an electronic circuit work, which is the flow of electric charges across surface A of a conductor in a given time, as described in the following diagram:

Figure 1.8 – Current is a flow of electric charges across surface A at a given time

The current is defined as follows:

Here, we have the following...

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