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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

Private endpoint configuration

AOAI private endpoints are a critical solution within the Azure ecosystem. They serve as a crucial component in enhancing the connection between your Azure resources and OpenAI services. Their primary function is to secure the transmission of data, keeping it isolated from exposure to the public internet. Through the establishment of a private link, AOAI private endpoints create a secure and efficient conduit for data transfer between your infrastructure and the OpenAI service. This approach helps in mitigating potential security risks typically associated with conventional public endpoints, as shown next:

Figure 11.28: AOAI private endpoint

Figure 11.28: AOAI private endpoint

AOAI private endpoint configurations

Follow the next steps:

  1. Log in to the Azure portal.
  2. Locate the previously created AOAI resource.
  3. Go to the Networking section and choose the Firewalls and virtual networks tab.
  4. Choose the Disabled” option for Allow access...
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