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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

Creating AOAI resources

After gaining access to AOAI models, you can create an AOAI resource to deploy the models. This section will guide you through the process of creating AOAI resources:

  1. Log in to the Azure subscription that you created previously within the Azure portal (https://portal.azure.com/).
  2. Navigate to Create a resource and search for Azure OpenAI. Once you find the service, click Create:
Figure 2.8: Creating an AOAI resource

Figure 2.8: Creating an AOAI resource

  1. On the AOAI Creation page, provide the subsequent details within the Basics tab’s fields:

    Field

    Description

    Subscriptions

    The Azure subscription mentioned in your application for onboarding AOAI Service.

    Resource Group

    The Azure resource group that will contain your AOAI resource. You can create a new group or use a pre-existing one.

    Region

    The geographical location of your instance. Varying locations can potentially introduce latency but won’t impact the operational availability of your resource...

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