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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

Introduction to Large Language Models

In the world of technology, Chat Generative Pre-trained Transformer (ChatGPT) is a large language model (LLM)-based chatbot that was launched by OpenAI on November 30, 2022. Just in ChatGPT’s first week, over a million people started using the technology. This is an important moment because it shows how regular people are now using generative artificial intelligence (AI) in their daily lives. By January 2023, ChatGPT had over 100 million users, making it the fastest-growing application in history and making OpenAI, the company behind it, worth $29 billion.

In this introductory chapter, we’ll establish the basic concepts behind LLMs, look at some examples, understand the concept of foundation models, and provide various business use cases where LLMs can be applied to solve complex problems.

This chapter covers the following topics:

  • What are LLMs?
  • LLM examples
  • The concept of foundation models
  • LLM use cases
  • ...
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