Arun Pandey
SKU: 9789348107121
ISBN: 9789348107121
eISBN: 9789348107213
Rights: Worldwide
Author Name: Arun Pandey
Publishing Date: 29-Dec-2024
Dimension: 7.5*9.25 Inches
Binding: Paperback
Page Count: 334
Key Features
● Step-by-step guidance for building Generative AI apps on Google Cloud Platform.
● Pro tips for fine-tuning models to achieve optimal performance.
● Industry-specific use cases for practical, hands-on learning.
Book Description
Generative AI, powered by Google Cloud Platform (GCP), is reshaping industries with its advanced capabilities in automating and enhancing complex tasks. The Ultimate Generative AI Solutions on Google Cloud is your comprehensive guide to harnessing this powerful combination to innovate and excel in your job role. It explores foundational machine learning concepts and dives deep into Generative AI, providing the essential knowledge needed to conceptualize, develop, and deploy cutting-edge AI solutions.
Within these pages, you'll explore Large Language Models (LLMs), Prompt engineering, Fine-tuning techniques, and the latest advancements in AI, with special emphasis on Parameter-Efficient Fine-Tuning (PEFT) and Reinforcement Learning with Human Feedback (RLHF). You'll also learn about the integration of LangChain and Retrieval-Augmented Generation (RAG) to enhance AI capabilities. By mastering these techniques, you can optimize model performance while conserving resources. The integration of GCP services simplifies the development process, enabling the creation of robust AI applications with ease.
By the end of this book, you will not only understand the technical aspects of Generative AI but also gain practical skills that can transform your work to drive innovation and boost operational efficiency with Generative AI on GCP.
What you will learn
● Build and deploy cutting-edge generative AI solutions using Google Cloud, LangChain, and RAG.
● Fine-tune large language models (LLMs) with PEFT to meet precise business objectives.
● Master prompt engineering techniques to enhance model performance with GCP tools.
● Optimize production AI for efficiency and scalability using GCP’s Cloud Functions and Cloud Run.
● Apply real-world industry use cases to drive innovation and solve complex problems with LLMOps.
● Manage and streamline AI projects effectively using GCP services like Dataflow, Pub/Sub, and Monitoring.
Who is this book for?
This book is tailored for AI practitioners, data scientists, and developers with a foundational knowledge of machine learning and experience using Google Cloud services. Familiarity with Python programming and an interest in generative AI applications will enrich your understanding and support practical implementation of the concepts.
1. Generative AI Essentials
2. Google Cloud Basics
3. Getting Started with Large Language Models
4. Prompt Engineering and Contextual Learning
5. Fine-Tuning a Large Language Model
6. Parameter-Efficient Fine-Tuning (PEFT)
7. Reinforcement Learning with Human Feedback
8. Model Optimization
9. LLMOps for Managing and Monitoring AI Projects
10. Harnessing RAG and LangChain
11. Case Studies and Real-World Implementations
Index
Arun Pandey is a distinguished technology leader and AI innovator with over 20 years of experience in the f ields of Generative AI, deep learning, and enterprise solutions. As a serial entrepreneur and co-founder of multiple AI startups, he has made significant contributions to the industry, earning recognition as a top global AI influencer and an award-winning author.
Arun's extensive background includes leading high-performing teams in Fortune 500 companies, where he generated over USD 3 billion in revenue through innovative technology solutions. His passion for knowledge and commitment to sharing insights have culminated in this book, aimed at empowering readers to harness the power of Generative AI on Google Cloud.
In addition to his professional achievements, Arun is dedicated to fostering a community of learners and practitioners in AI, inspired by his mentors and the incredible journey that has shaped his career.
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ABOUT TECHNICAL REVIEWER
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Thinknyx® Technologies is a team of seasoned professionals with extensive experience in IT domains, including Software Development, IT Infrastructure Management, Cloud Services, Automation, Container Management, Web and APP Development, Security, and Professional Services. Recognized as a reputable brand, Thinknyx® Technologies provides IT consulting services, along with comprehensive training in both Information Technology and Soft Skills. Additionally, they offer Talent Acquisition and Recruitment solutions to diverse organizations worldwide.
Mr. Yogesh Raheja, the Founder and CEO of Thinknyx® Technologies, is a certified expert in DevOps, SRE, Cloud, and Containerisation, with over two decades of IT experience.
He has expertise in technologies such as Public/ Private Cloud, Containers, Automation tools, Continuous Integration/Deployment/Delivery tools, Monitoring and Logging tools, and more. Mr. Raheja is passionate about sharing his technical expertise with a global audience through various forums, conferences, webinars, blogs, and LinkedIn. In addition, he has authored several books, including Effective DevOps with AWS, Automation with Puppet 5, and Automation with Ansible. He has also published online courses on various platforms and has reviewed multiple books for Packt, such as Implementing Splunk 7, Third Edition and Splunk Operational Intelligence Cookbook, Third Edition, among others.