Advantech Machine Learning

August 3, 2021 by Matt Jackson, Product Support Specialist @ Fathym

Once you have your Advantech Edge Intelligent RTU data flowing to the cloud, it's time to develop some fast and efficient algorithms and Machine Learning models for real-time processing of the data. Azure Machine Learning empowers us with a wide range of productive experiences for building, training, and deploying machine learning models faster. IoT Ensemble provides out of the box APIs that allow you to easily load your Advantech data into Azure Machine Learning. But first things first, let's get our Advantech Edge Intelligent RTU connected to Microsoft Azure.

Advantech Logo

Advantech has a video here that shows how to connect your Advantech RTU to an Azure IoT Hub. It's a great video and very informative. However, instead of going through all of the tedious steps outlined in the video of setting up an Azure IoT Hub. I prefer to use Fathym's IoT Ensemble. With one click I can register my Advantech device and immediately get access to the data for downstream use in alerts, dashboards, and visualizations. Behind the scenes we've already created an Azure resource group, storage containers, the storage endpoints, and everything else to help manage your data. After I enroll my device in IoT Ensemble, it displays the IoT Hub connectionstring. I take the connectionstring into Advantech TagLink Studio to use as my Azure Key and I'm ready to rock. Here's a screenshot of my connected Advantech RTU.

IoT Ensemble List Device

The Advantech data is immediately flowing to IoT Ensemble and I can view the data on screen. Reminder that behind the scenes in IoT Ensemble the Advantech data is stored in Microsoft Azure in blob storage, as well as in CosmosDB.

How to access data in Microsoft Azure

Behind the scenes in IoT Ensemble the Advantech data is stored in Microsoft Azure in blob storage, as well as in CosmosDB. Read This to learn more about accessing your data.

Fathym's IoT Ensemble is providing an easy-to-use UI for interacting with the data instead of using the Azure portal - and it saves me a ton of time and money.

Fathym IoT Ensemble

Advantech Azure Machine Learning

IoT Ensemble provides out of the box APIs that allow you to easily load your Advantech data into Azure Machine Learning. This IoT Ensemble doc explains how to use IoT Ensemble's cold query to configure an Azure ML Dataset and an associated Automated ML Task to run your model. Here's a couple of screenshots.

Azure Machine Learning Dataset

Azure Automated ML

Sign up for IoT Ensemble and save your company thousands of dollars in Azure setup and management costs. Enroll your first Advantech RTU with IoT Ensemble for free. No credit card required. No Azure account required. It really is that simple.

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Enroll your first Advantech RTU with IoT Ensemble for free. No credit card required. No Azure account required.