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Step 11.3: Evaluating the model accuracy and deploying the model
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
After building and training my object detection model, I tested its accuracy and validity by utilizing testing image samples. The evaluated accuracy of the model is 66.67>#/em###. #️⃣ To validate the trained model, go to the Model...

Step 12: Setting up the neural network model on Beetle ESP32-C3
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
After building, training, and deploying my neural network model as an Arduino library on Edge Impulse, I needed to upload the generated Arduino library on Beetle ESP32-C3 to run the model directly so as to detect sound-based mechanical anomalies with...

Step 13: Setting up the object detection model on FireBeetle 2 ESP32-S3
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
After building, training, and deploying my object detection model as an Arduino library on Edge Impulse, I needed to upload the generated Arduino library to FireBeetle 2 ESP32-S3 to run the model directly so as to recognize the specialized components...

Step 14: Running neural network and object detection models simultaneously to inform the user of the root cause of the detected anomaly via SMS
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
My Edge Impulse neural network model predicts possibilities of labels (operation status classes) for the given audio (features) buffer as an array of 2 numbers. They represent the model's "confidence" that the given features buffer corresponds...

References
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
[1] Anomaly Detection in Industrial Machinery using IoT Devices and Machine Learning: a Systematic Mapping, 14 Nov 2023, https://arxiv.org/pdf/2307.15807.pdf. [2] Martha Rodríguez, Diana P. Tobón, Danny Múnera, Anomaly classification...

Mount replacement part
Instructions from Game Boy Color Linear Regulator Replacement
Solder the replacement part from step 1) to the two outer-most pads of the 3 pads on the bottom. The middle pad on the bottom and the two pads on top will not be soldered.

How to build Scout, the BalanceBot
Instructions from MotorGo Mini
This tutorial covers how to build Scout, the BalanceBot. If you have never used MotorGo before, you'll want to set the board up in your Arduino or Platformio environment. Arduino tutorialPlatformio tutorial (Github)With your software environment...

Get the heart beating
Instructions from Haptic Heart Jukebox
In order to get it to start beating, open your device’s Bluetooth settings and look for a TITAN Device. After, connect to the device and ensure your volume is turned all the way up. Then press play on your music-playing or video streaming app and feel...

Step 0: Prerequisites for Hotspot 2.0 on OpenWRT
Instructions from Configuring Hotspot 2.0 on OpenWRT Devices
Before configuring Passpoint on OpenWrt, ensure you have the following prerequisites: OpenWrt compatible device with a Passpoint-capable wireless device (PHY).OpenWrt 21.02, or newer, including wpad (hostapd) built with the hs20 option.Full version of...

Step 1: Configuring Wireless Interfaces for Hotspot 2.0 on OpenWRT
Instructions from Configuring Hotspot 2.0 on OpenWRT Devices
In the /etc/config/wireless file, customize the settings for your Hotspot 2.0-enabled interface. Ensure the correct device, encryption type, and other parameters are set. Pay attention to the WAN Metrics, NAI Realm, and Domain Names sections to tailor...

Prep the garage door remote
Instructions from Internet-Enabled Garage Door Opener
Open the outer casing of the ASONPAO IntelliCode remote, remove the board (it has no screws - it should lift out), and remove the CR2032 battery. Next to the button you should see four open pin holes: the one with the white box drawn around...

Wire the breadboard
Instructions from Internet-Enabled Garage Door Opener
This step could go any number of ways - I chose to use a mini breadboard & jumper wires to the three pins soldered onto the remote. PIN0 will go to a 3V wire, PIN1 to ground, and PIN2 to the drain of a MOSFET I had sitting around. The source...

Test GPIO remote
Instructions from Internet-Enabled Garage Door Opener
I used a Flipper Zero to test the remote, but a Raspberry Pi or Arduino would do as well. Confirm your switch and power works as expected.

Run the SQSGateway monitor script
Instructions from Internet-Enabled Garage Door Opener
By default, the SQSGateway monitor script will just log inbound messages from the API Gateway - it won't act on them. Still, running this script and checking logs is the best way to test and ensure your setup is working correctly. To test, first run...

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