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Unlocking Creativity with Azure OpenAI

Unlocking Creativity with Azure OpenAI

By : AMIT MUKHERJEE, Adithya Saladi
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Unlocking Creativity with Azure OpenAI

Unlocking Creativity with Azure OpenAI

By: AMIT MUKHERJEE, Adithya Saladi

Overview of this book

Azure OpenAI, a cutting-edge service by Microsoft, harnesses the power of OpenAI's Large Language Model (LLM) to drive cloud-based innovations within enterprises. This service integrates advanced LLM models into business functions, transforming Microsoft products like GitHub Copilot, Microsoft 365 Copilot, and Bing Chat, making them more advanced and interactive. Azure OpenAI is accessible via REST APIs, Python SDK, or Azure OpenAI Studio, opening doors to build innovative AI applications. This book is a comprehensive guide to build GenAI applications using Azure OpenAI. It begins with the fundamentals, including how to access Azure OpenAI and how to effectively utilize its REST API and Python SDK. It takes a deep dive into various AI models and emphasizes the crucial aspects of prompt engineering and fine-tuning for optimal output. It further underlines the significance of content filters and prevention of misuse, maintaining a strong focus on safety and security protocols and finally the significance of Azure OpenAI Studio in deployment and administration is emphasized. Practical applications are showcased like content generations, summarization, semantic search, code documentation and code generation. Combining Azure Cognitive services amplifies Generative AI potential and finally aligns with Microsoft's ethical AI principles.
Table of Contents (19 chapters)
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Free Chapter
1
Part 1: Foundations of Generative AI and Azure OpenAI
5
Part 2: Practical Applications of Azure OpenAI: Real-World Use Cases
13
Part 3: Mastering Governance, Operations, and AI Optimization with Azure OpenAI

Deploying AOAI models

In the previous section, you created an AOAI resource. With this in hand, you can proceed to deploy and utilize your models through various means, such as Azure AI Foundry, REST APIs, or an SDK. This section will guide you through the process of deploying these models from Azure AI Foundry and accessing them via Studio and the Python SDK:

  1. Log in to your Azure subscription within the Azure portal (https://portal.azure.com/).
  2. In the resource search bar, search for Azure OpenAI. Locate the AOAI resource that you created in the previous section:
Figure 2.11: Locating the AOAI resource created previously

Figure 2.11: Locating the AOAI resource created previously

  1. Click on the correct service name (highlighted by a red rectangle in the preceding figure).
  2. Navigate to Azure AI Foundry by clicking either Explore Azure AI Foundry portal or Go to Azure AI Foundry portal:
Figure 2.12: Accessing Azure AI Foundry

Figure 2.12: Accessing Azure AI Foundry

  1. Within the Management section...
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