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Expand Up @@ -240,4 +240,4 @@ Nowadays, ML is all around us in the world. From social media to maps for naviga

- [The Future of ML is Tiny and Bright](https://www.edx.org/professional-certificate/harvardx-tiny-machine-learning) - In this exciting Professional Certificate program offered by Harvard University and Google TensorFlow, you will learn about the emerging field of Tiny Machine Learning (TinyML), its real-world applications, and the future possibilities of this transformative technology.

- [Training a Custom Machine Learning Model for Portenta H7](https://www.arduino.cc/pro/tutorials/portenta-h7/vs-openmv-ml) - Sebastian Romero teaches you how to train a custom machine learning model with Edge Impulse and to run it using the Portenta Vision Shield. This tutorial was based on Sebastian's work with Edge Impulse and the Portenta H7.
- [Training a Custom Machine Learning Model for Portenta H7](https://www.arduino.cc/pro/tutorials/portenta-vision-shield/custom-machine-learning-model) - Sebastian Romero teaches you how to train a custom machine learning model with Edge Impulse and to run it using the Portenta Vision Shield. This tutorial was based on Sebastian's work with Edge Impulse and the Portenta H7.
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Expand Up @@ -5,6 +5,11 @@ difficulty: intermediate
tags: [OpenMV, Blob Detection, Machine Vision, Machine Learning]
description: This tutorial will show you how to use the vision carrier board for Portenta to detect the presence and the position of objects in a camera image.
author: Sebastian Romero
hardware:
- hardware/04.pro/boards/portenta-h7
- hardware/04.pro/shields/portenta-vision-shield
software:
- openmv
---

## Overview
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Expand Up @@ -5,6 +5,9 @@ difficulty: intermediate
tags: [Things Network, LoRa, Vision Shield]
description: This tutorial explains how to connect your Portenta H7 to The Things Network (TTN) using the the Vision Shield's LoRa® Connectivity feature.
author: Lenard George, Ignacio Herrera
hardware:
- hardware/04.pro/boards/portenta-h7
- hardware/04.pro/shields/portenta-vision-shield
---

## Overview
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Expand Up @@ -5,6 +5,11 @@ difficulty: intermediate
tags: [OpenMV, Face Detection, Haar Cascade, Machine Vision, Machine Learning]
description: In this tutorial you will build a MicroPython application with OpenMV that uses the Portenta Vision Shield to detect faces and overlay them with a custom bitmap image.
author: Sebastian Romero, Lenard George
hardware:
- hardware/04.pro/boards/portenta-h7
- hardware/04.pro/shields/portenta-vision-shield
software:
- openmv
---

## Overview
Expand Down Expand Up @@ -40,7 +45,7 @@ The built-in Haar Cascade model for faces was trained with hundreds of images co

### Creating the Face Detection Script

For this tutorial you will be using the OpenMV IDE along with the OpenMV firmware on your Portenta H7 to build the face detection script. If this is your first time using the Vision Carrier and OpenMV we recommend you to take a look at the "Configuring the Development Environment" section inside the [Blob Detection tutorial](https://docs.arduino.cc/tutorials/portenta-vision-shield/vs-openmv-bt) to configure the development environment.
For this tutorial you will be using the OpenMV IDE along with the OpenMV firmware on your Portenta H7 to build the face detection script. If this is your first time using the Vision Carrier and OpenMV we recommend you to take a look at the "Configuring the Development Environment" section inside the [Blob Detection tutorial](https://docs.arduino.cc/tutorials/portenta-vision-shield/blob-detection) to configure the development environment.

### 1. The Basic Setup

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Expand Up @@ -5,6 +5,11 @@ difficulty: intermediate
tags: [Machine Learning, Edge Impulse, TinyML, Tensorflow]
description: This tutorial teaches you how to train a custom machine learning model with Edge Impulse and to run it using the Portenta Vision Shield.
author: Sebastian Romero
hardware:
- hardware/04.pro/boards/portenta-h7
- hardware/04.pro/shields/portenta-vision-shield
software:
- EdgeImpulse
---

## Overview
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Expand Up @@ -123,7 +123,7 @@ First some connection tests are made and printed in the serial monitor. After th

## Conclusion

This tutorial showed how to connect the Portenta H7 with a Vision Shield Ethernet to the Internet, with an example sketch in the Arduino IDE. The sketch allowed the board to connect to a website and print it's content in the serial monitor. The Portenta H7 and Vision Shield can also be used with OpenMV, have a look at the [OpenMV Ethernet tutorial](https://docs.arduino.cc/tutorials/portenta-vision-shield/vs-openmv-eth) if you want to see a similar example with python.
This tutorial showed how to connect the Portenta H7 with a Vision Shield Ethernet to the Internet, with an example sketch in the Arduino IDE. The sketch allowed the board to connect to a website and print it's content in the serial monitor. The Portenta H7 and Vision Shield can also be used with OpenMV, have a look at the [OpenMV Ethernet tutorial](https://docs.arduino.cc/tutorials/portenta-vision-shield/ethernet-with-openmv) if you want to see a similar example with python.

### Next Steps

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Expand Up @@ -34,7 +34,7 @@ With the Ethernet version of the Arduino Portenta Vision Shield it is possible t
- Ethernet cable
- USB-C cable

***If you want to know about the ethernet connection please go to the [Arduino IDE ethernet tutorial](https://docs.arduino.cc/tutorials/portenta-vision-shield/vs-ard-eth#ethernet-connection)***
***If you want to know about the ethernet connection please go to the [Arduino IDE ethernet tutorial](https://docs.arduino.cc/tutorials/portenta-vision-shield/ethernet-with-ide#ethernet-connection)***

## Instructions

Expand Down Expand Up @@ -95,7 +95,7 @@ After the connection has been made, the html code of the website entered into th

## Conclusion

This tutorial showed how to connect the Portenta H7 with a Vision Shield Ethernet to the Internet, with an example script in the OpenMV. The sketch allowed the board to connect to a website and print it's content. The Portenta H7 and Vision Shield can also be used with the Arduino IDE, have a look at the [Arduino IDE Ethernet tutorial](https://docs.arduino.cc/tutorials/portenta-vision-shield/vs-ard-eth) if you want to see a similar example.
This tutorial showed how to connect the Portenta H7 with a Vision Shield Ethernet to the Internet, with an example script in the OpenMV. The sketch allowed the board to connect to a website and print it's content. The Portenta H7 and Vision Shield can also be used with the Arduino IDE, have a look at the [Arduino IDE Ethernet tutorial](https://docs.arduino.cc/tutorials/portenta-vision-shield/ethernet-with-ide) if you want to see a similar example.

### Next Steps

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Expand Up @@ -5,6 +5,9 @@ difficulty: easy
tags: [Getting Started, Camera, Processing, Serial]
description: This tutorial shows you how to capture frames from the Portenta Vision Shield Camera module and visualize the video output through a Processing sketch.
author: Lenard George, Sebastian Romero
hardware:
- hardware/04.pro/boards/portenta-h7
- hardware/04.pro/shields/portenta-vision-shield
---

## Overview
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Expand Up @@ -5,6 +5,11 @@ difficulty: intermediate
tags: [Getting Started, OpenMV, IDE, Setup, TTN, LoRa]
description: This tutorial explains how to connect your Portenta H7 to The Things Network (TTN) using the Vision Shield's LoRa® Connectivity feature.
author: Lenard George, Ignacio Herrera, Benjamin Dannegård
hardware:
- hardware/04.pro/boards/portenta-h7
- hardware/04.pro/shields/portenta-vision-shield
software:
- openmv
---

## Overview
Expand Down