Can I use Azure ML Studio to host an Entier Application

Question

Hello,

I'm new to Azure ML Services, I have used ML Studio to upload it as a web service.

Can I use Azure ML Stuio to build a complete application? LIke with Front End built with Stremlit? which takes input and process it with Model and Give the output?

Or ML Studio is just a workspace to build/train and expose ML Models?

Answer 1

Tharaka Ranathunga Greetings & Welcome to Microsoft Q&A forum!

Can I use Azure ML Stuio to build a complete application? LIke with Front End built with Stremlit? which takes input and process it with Model and Give the output?

Please note that Azure Machine Learning Studio is primarily a workspace for building, training, and deploying machine learning models. While it does provide some basic web service functionality, it is not designed to be a complete application development platform.

Machine Learning studio offers multiple authoring experiences depending on the type of project and the level of your past ML experience, without having to install anything.

Notebooks: Write and run your own code in managed Jupyter Notebook servers that are directly integrated in the studio.

Visualize run metrics: Analyze and optimize your experiments with visualization.

• Azure Machine Learning designer: Use the designer to train and deploy ML models without writing any code. Drag and drop datasets and components to create ML pipelines.
• Automated machine learning UI: Learn how to create automated ML experiments with an easy-to-use interface.
• Data labeling: Use Machine Learning data labeling to efficiently coordinate image labeling or text labeling projects.

You can use Azure Machine Learning Studio in conjunction with other Azure services to build a complete application. For example, you could use Azure Functions or Azure App Service to build a web application that interacts with your machine learning model deployed as a web service in Azure Machine Learning Studio.

You can also use Azure Machine Learning Designer to build a complete end-to-end machine learning pipeline that includes data preparation, model training, and deployment. You can then deploy the pipeline as a web service and use it in your application.

I hope this helps to start building your application.

Do let me know if you have any other queries.

If the response helped, please do click Accept Answer and Yes for was this answer helpful.

Doing so would help other community members with similar issue identify the solution. I highly appreciate your contribution to the community.