Managing Azure OpenAI models in Azure AI Foundry involves several key steps, including deployment, customization, monitoring, and scaling. Here’s a detailed guide:

Step 1: Deploy Models

  1. Sign in to Azure AI Foundry: Go to the Azure AI Foundry portal and sign in.
  2. Select Your Project: Choose the project where you want to deploy the model.
  3. Model Catalog: Navigate to the Model Catalog and select the Azure OpenAI model you want to deploy.
  4. Deploy Model: Click on “Deploy” and configure the deployment settings, such as resource allocation and endpoint configuration 1.

Step 2: Customize Models

  1. Open in Playground: After deployment, open the model in the Azure AI Foundry playground.
  2. Fine-Tuning: Customize the model with your own data using fine-tuning techniques. This improves the model’s accuracy and relevance for your specific use case 2.
  3. Embeddings and Indexes: Integrate additional components like embeddings and indexes to enhance the model’s capabilities 1.

Step 3: Monitor and Scale

  1. Monitoring: Use Azure Monitor to track the performance and health of your deployed models. Set up alerts for any anomalies or performance issues 2.
  2. Scaling: Adjust the resource allocation based on demand. You can scale up or down using Azure AI Foundry’s flexible deployment options, such as serverless, managed, or reserved 2.

Step 4: Manage Security and Compliance

  1. Security: Implement robust security frameworks to protect your models and data. Use built-in tools to manage harmful content and ensure compliance with regulations 2.
  2. Governance: Maintain governance over your AI models by tracking usage and access through Azure’s enterprise-grade security features 2.

Example Configuration

Here’s an example of deploying a model using the Azure CLI:

az ai-foundry model deploy --name myOpenAIModel --resource-group myResourceGroup --model gpt-4o-mini --endpoint myEndpoint

Additional Resources

For more detailed instructions, you can refer to the Azure documentation on managing OpenAI models 1.

This setup will help you effectively manage your Azure OpenAI models within Azure AI Foundry. If you have any specific questions or need further assistance, feel free to ask!

Are you ready to start managing your AI models? 😊

1: How to deploy Azure OpenAI models with Azure AI Foundry 2: Azure AI Foundry Models: Futureproof Your GenAI Applications

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