Machine learning with OpenAI

Question

Good day, I don’t know why Microsoft makes everything complicated, there are a lots of product which related to machine learning. I only want to do it in one. How I can use OpenAI in azure machine learning to do the fine tune and deploy? Please guide.

Answer 1

@Yaroslav

Thanks for reaching out to us, yes, you can do it by the preview feature Model catalog.

Prerequisites

• You must have access to Azure OpenAI Service.
• You must be in an Azure OpenAI supported region.

What are OpenAI models in Azure Machine Learning?

In recent years, advancements in AI have led to the rise of large foundation models that are trained on a vast quantity of data. These models can be easily adapted to many applications across various industries. This emerging trend gives rise to a unique opportunity for enterprises to build and use these foundation models in their deep learning workloads.

OpenAI models in Machine Learning provide Machine Learning native capabilities that enable customers to build and use Azure OpenAI models at scale by:

• Accessing Azure OpenAI in Machine Learning, which is made available in the Machine Learning model catalog.
• Making a connection with Azure OpenAI.
• Fine-tuning Azure OpenAI models with Machine Learning.
• Deploying Azure OpenAI models with Machine Learning to Azure OpenAI.

Access Azure OpenAI models in Machine Learning

The model catalog (preview) in Azure Machine Learning studio is your starting point to explore various collections of foundation models. The Azure OpenAI models collection consists of models that are exclusively available on Azure. These models enable customers to access prompt engineering, fine-tuning, evaluation, and deployment capabilities for large language models that are available in Azure OpenAI. You can view the complete list of supported Azure OpenAI models in the model catalog under the Azure OpenAI Service collection.

Supported Azure OpenAI models are published to the Machine Learning model catalog. You can view a complete list of Azure OpenAI models.

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](https://learn.microsoft.com/en-us/azure/machine-learning/media/how-to-use-openai-models-in-azure-ml/model-catalog.png?view=azureml-api-2#lightbox)

You can filter the list of models in the model catalog by inference task or by fine-tuning task. Select a specific model name and see the model card for the selected model, which lists detailed information about the model.

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](https://learn.microsoft.com/en-us/azure/machine-learning/media/how-to-use-openai-models-in-azure-ml/model-card-turbo.png?view=azureml-api-2#lightbox)

Please have a try and let us know if you have any questions.

Regards,

Yutong

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