AI at the Edge / Use Case: Consumer Products Public

Use Case: Consumer Products

This is the corresponding project for Use Case chapter "Consumer Products" of the O'Reilly book "AI at the Edge" (https://learning.oreilly.com/library/view/ai-at-the/9781098120191/)

Accelerometer
Nordic Thingy:53 Mobile phone

About this project

Bicycle monitor

Note: The corresponding end-to-end tutorial for this Edge Impulse project is included in Chapter 13 (Use Case: Consumer Products) of the O'Reilly book "AI at the Edge" by Daniel Situnayake and Jenny Plunkett.

road-g66ac1ebd2_1920.jpg
Image by Michael Gaida

Device/sensor information

Machine learning classes

  • Idle
  • Nominal
  • Sudden stop

Block information

  • DSP: Spectral analysis
  • ML: Classification
  • ML: Anomaly detection
nominal.3emglhqo.s1
nominal.3emhgii2.s1
idle.3e93f08d
nominal.3emgihbb.s3
nominal.3emgihbb.s1
nominal.3emhd827.s1
nominal.3emglhqo.s3
sudden stop.3emgc222.s2

Run this model

On any device

Dataset summary

Data collected
8m 49s
Sensors
accX, accY, accZ @ 62.5Hz
Labels
idle, nominal, sudden stop

Project info

Project ID 115653
Project version 3
License BSD 3-Clause Clear
No. of views 3,202
No. of clones 17