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Training the AI
Instructions from Expiration Date App
You will need to train the AI to recognize a multitude of different expiry dates. Luckily there are many websites that contain hundreds of pictures of expiration dates perfect for training the AI. You can find the website we used in our project log week...

Neural Network - Training
Instructions from Accuracy-Sensing Smart Sports Rebounder with ESP32
The data you use to train a neural network should encompass all possible cases you may expect to see during operation. In this project, that means soccer ball bounces on the rebounder at many different locations, and of varying velocity at different...

Background of Model Training
Instructions from AMB21/22/23 TensorFlow Lite - Hello World
The workflow of how TensorFlow (TF) lite works is quite simple: Firstly, we are using TensorFlow on Google Colab to train a deep learning model/algorithm,To generate a TF Lite for the microcontroller, this quantized model will be converted into a C...

Model creation and training
Instructions from Running Faucet Alert System
We will use Edge Impulse Studio to train and build a TensorFlow Lite model. We need to create an account and create a new project at https://studio.edgeimpulse.com. We are using a prebuilt dataset for detecting whether a faucet is running...

AWS SageMaker model training (optional)
Instructions from Tyhac covid-19 audio diagnostic stack
I won't go into too much detail about sagemaker. As I've said earlier, you won't need to do this part unless you want to for your own understanding or you're looking to maintain the model to improve the accuracy. If you can improve the accuracy please...

Data Taking for Model Training
Instructions from Tremor-Duino
PROCEDURE: This initial project will take the form of a case study that will take place using multiple laboratory visits of participants. Visit 1) Participants will wear the wrist mounted IMU to gather baseline data on tremor severity and frequency....

Create a Training Set for your AI.
Instructions from Modelling Neuronal Spike Codes
The training set used in the initial test case for this project, as of May 2023 is based on two compilations of some of the log entries created during the development of previous projects by this author, and that material is therefore available on this...

Training the object detection model in Colab
Instructions from M.A.R.K. Custom DNN Model Training and Inference
Open the notebook I prepared. Follow the steps there and in the end, after a few hours of training you will get.h5,.tflite and.kmodel files saved in your Google Drive. Download the.kmodel file and copy it to an SD card and insert the SD card into mainboard....

Indoor Navigational Assistance - Training and Mobile Deployment
Instructions from Multi-Domain Depth AI Usecases on the Edge
Train & Validate Model Download the pre-trained Mobileset SSD model from here and retrain it with your dataset to replace the classes as you desire. Re-training is done to reduce the training time. Once the environment variable is set, execute the...

Training and building model using FOMO Object Detection
Instructions from Smart HVAC System
Once you have the dataset ready, go to Create Impulse and set 96 x 96 as image width - height (this help in keeping the ML model small in memory size). Then choose Fit shortest axis, and choose Image and Object Detection as learning blocks. Go to Image...

Step 10.3: Training the model on sound-based anomalous behavior
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
After uploading and labeling my training and testing samples successfully, I designed an impulse and trained the model to detect sound-based mechanical anomalies. An impulse is a custom neural network model in Edge Impulse. I created my impulse by employing...

Step 11.2: Training the FOMO model on the faulty component images
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
After labeling target objects on my training and testing samples successfully, I designed an impulse and trained the model on detecting specialized components representing faulty parts causing mechanical anomalies in a production line. An impulse is...

Soul Stripper - ESP8266+RatZapper
Instructions from Soul Stripper - ESP8266+RatZapper
I was having difficulty getting a sustained solid trigger with just a screwdriver. A slightly damp paper towel made it much easier.

LittleArm: 3D Printed Arduino Robot Arm
Instructions from LittleArm: 3D Printed Arduino Robot Arm
Training the LittleArm with the Android App(This requires the bluetooth module to be attached)

Install fuses and usage
Instructions from Anderson Power Distribution
If you made one of the fuse boards, you'll need to install fuses. The board takes standard ATC (automotive) fuses. The contacts used on the Anderson connectors support up to 45 amps. I haven't tested the boards under high load, but the large...

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