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  • Book Overview & Buying Generative AI for Cloud Solutions
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Generative AI for Cloud Solutions

Generative AI for Cloud Solutions

By : Paul Singh, Anurag Karuparti
4.9 (9)
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Generative AI for Cloud Solutions

Generative AI for Cloud Solutions

4.9 (9)
By: Paul Singh, Anurag Karuparti

Overview of this book

Generative artificial intelligence technologies and services, including ChatGPT, are transforming our work, life, and communication landscapes. To thrive in this new era, harnessing the full potential of these technologies is crucial. Generative AI for Cloud Solutions is a comprehensive guide to understanding and using Generative AI within cloud platforms. This book covers the basics of cloud computing and Generative AI/ChatGPT, addressing scaling strategies and security concerns. With its help, you’ll be able to apply responsible AI practices and other methods such as fine-tuning, RAG, autonomous agents, LLMOps, and Assistants APIs. As you progress, you’ll learn how to design and implement secure and scalable ChatGPT solutions on the cloud, while also gaining insights into the foundations of building conversational AI, such as chatbots. This process will help you customize your AI applications to suit your specific requirements. By the end of this book, you’ll have gained a solid understanding of the capabilities of Generative AI and cloud computing, empowering you to develop efficient and ethical AI solutions for a variety of applications and services.
Table of Contents (18 chapters)
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1
Part 1:Integrating Cloud Power with Language Breakthroughs
4
Part 2: Techniques for Tailoring LLMs
8
Part 3: Developing, Operationalizing, and Scaling Generative AI Applications
11
Part 4: Building Safe and Secure AI – Security and Ethical Considerations
14
Part 5: Generative AI – What’s Next?

Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

A

additive methods, PEFT 59

prompt tuning process 60-64

prompt tuning, with soft prompts 59

soft prompts and embedding space 59, 60

advanced NLP 39

agent collaboration frameworks 140, 141

AutoGen 142

AutoGPT 143

TaskWeaver 142

agents 131

AI architects and leadership

roles and actions 223, 224

AI solutions

compliance and regulations 224

application development, with RAI 218

AI architects and leadership 223, 224

building/augmenting loop 221

ideation and exploration loop 220

operationalizing/deployment loop 222

applications, vector DBs

image and video similarity search 96

long-term memory for chatbots 96, 97

voice recognition 96

approximate nearest neighbors (ANNs) 84

Arthur 229

articles, recommendation system

outcome 90...

CONTINUE READING
83
Tech Concepts
36
Programming languages
73
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Generative AI for Cloud Solutions
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