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TinyML Cookbook

You're reading from   TinyML Cookbook Combine machine learning with microcontrollers to solve real-world problems

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Product type Paperback
Published in Nov 2023
Publisher Packt
ISBN-13 9781837637362
Length 664 pages
Edition 2nd Edition
Languages
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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 (16) Chapters Close

Preface 1. Getting Ready to Unlock ML on Microcontrollers FREE CHAPTER 2. Unleashing Your Creativity with Microcontrollers 3. Building a Weather Station with TensorFlow Lite for Microcontrollers 4. Using Edge Impulse and the Arduino Nano to Control LEDs with Voice Commands 5. Recognizing Music Genres with TensorFlow and the Raspberry Pi Pico – Part 1 6. Recognizing Music Genres with TensorFlow and the Raspberry Pi Pico – Part 2 7. Detecting Objects with Edge Impulse Using FOMO on the Raspberry Pi Pico 8. Classifying Desk Objects with TensorFlow and the Arduino Nano 9. Building a Gesture-Based Interface for YouTube Playback with Edge Impulse and the Raspberry Pi Pico 10. Deploying a CIFAR-10 Model for Memory-Constrained Devices with the Zephyr OS on QEMU 11. Running ML Models on Arduino and the Arm Ethos-U55 microNPU Using Apache TVM 12. Enabling Compelling tinyML Solutions with On-Device Learning and scikit-learn on the Arduino Nano and Raspberry Pi Pico 13. Conclusion
14. Other Books You May Enjoy
15. Index

Index

Symbols

16-bit fixed-point (Q15) arithmetic 243

A

accelerometer 409

basic principles 422-425

accelerometer data

acquiring 421-430

accuracy

evaluating, of quantized model 479-483

accuracy of quantized model

evaluating, on test dataset 279-282

activations 8

Adafruit Unified Sensor 128

ADC pin

used, for connecting microphone 199-203

ahead-of-time (AoT) 501

Alif Semiconductor Ensemble

reference link 545

alpha value 383

amperes (A) 14

analog ground (AGND) 202

analog signal 23

analog-to-digital converter (ADC) 23, 197

programming, with Raspberry Pi Pico SDK 205-210

used, for recording audio samples 204

anomaly detection 595

anti-lock braking system (ABS) 19

AoT executor

used, for deploying model with TVM on host machine 511-524

versus graph executor 515

Apache TVM 501

Apollo3 microcontroller 25

Arduino

URL 24

Arduino API

reference link 205

...
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