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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

Developing an SQLGPT solution

Now that we’re familiar with the architectural elements necessary for creating this solution, let’s proceed with the implementation of these components in the Azure portal. As mentioned in Chapter 4, it’s crucial to have an active Azure account for this section. Details for setting up the Azure account with an active subscription and the Azure OpenAI Service resource are provided in Chapter 4.

Let’s look into the steps for creating an SQL sever in Azure:

Creating an SQL Server in Azure

To create an SQL Server, we will use the following steps:

  1. Open portal.azure.com
  2. Navigate to the search bar in the top navigation and search for “SQL Database”.
  3. If it is not found in the search results, click on Create Resource and in the marketplace search for “SQL Database
Figure 6.2: Select SQL Database

Figure 6.2: Select SQL Database

  1. Click on Create
  2. Select the Subscription and...
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