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Building Intelligent
Applications with
Generative AI
Explore the potential of AI for next gen applications
Yattish Ramhorry
www.bpbonline.com
ii
First Edition 2025
Copyright © BPB Publications, India
ISBN: 978-93-55519-139
All Rights Reserved.
No part of this publication may be reproduced, distributed or transmitted in
any form or by any means or stored in a database or retrieval system, without the prior written
permission of the publisher with the exception to the program listings which may be entered,
stored and executed in a computer system, but they can not be reproduced by the means of
publication, photocopy, recording, or by any electronic and mechanical means.
LIMITS OF LIABILITY AND DISCLAIMER OF WARRANTY
The information contained in this book is true to correct and the best of author’s and publisher’s
knowledge. The author has made every effort to ensure the accuracy of these publications, but
publisher cannot be held responsible for any loss or damage arising from any information in
this book.
All trademarks referred to in the book are acknowledged as properties of their respective
owners but BPB Publications cannot guarantee the accuracy of this information.
www.bpbonline.com
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iii
Dedicated to
My beloved parents:
Mrs. Deomathee Ramhorry
Late. Parmanand Ramhorry
and
My sisters,
Nireshaa Lala
and
Nirvana Ramhorry
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About the Author
Yattish Ramhorry
is the visionary CTO and founder of 4IR Technologies, a leading
technology firm in Johannesburg, South Africa. With over 20 years of software development
experience, he has spearheaded projects ranging from simple web apps to complex
distributed systems.
A passionate mentor, Yattish supports aspiring software developers across Africa through
the Google Developers Exchange program. He also organized the Johannesburg School of
AI Meetups at Microsoft South Africa from 2018 to 2020.
As an advocate for Ethical AI, Yattish writes extensively on Software Development,
Generative AI, and Responsible AI, with articles featured in prominent publications like
Data Driven Investor and Analytics Vidhya. Yattish also serves as an AI Ethics Consultant at
Ethical Intelligence, where he works on fostering ethical AI practices within organizations.
Building Intelligent Applications with Generative AI
is not Yattish’s first book. He has
previously written and published
Building NFTs with Ethereum
in February 2023.
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About the Reviewers
v Dr
Tariq Ahmad,
PhD CEng MIET has been working in the IT industry since 1994.
He specializes in .NET and Python and has worked for KPMG and Sybase. He lives
in England and currently works for a leading consulting company, helping clients
understand and harness the power of NLP by combining his knowledge of NLP
algorithms, techniques, and tools with his consulting skills to guide clients through the
complex landscape of NLP. Prior to this, Tariq was a senior developer for a company
that specialized in providing software solutions and services to the public sector.
v Gaurav
Deshmukh
is a Senior Software Engineer Tech lead with more than a decade
of expertise in software engineering and technical management. His current focus is on
utilizing his diverse skill set proficiency in Java, React, TypeScript, AWS, Docker, and
Kubernetes to drive innovation and deliver high-impact No Code Low Code automation
solutions and integration of Generative AI in existing software applications. Gaurav
is passionate about mentorship and knowledge sharing and actively participates in
professional organizations such as IEEE and ACM. He also serves as a mentor on
platforms like ADPList and Criya. He is dedicated to continuous learning and staying
updated with emerging technologies to drive digital transformation and create value
in today’s rapidly evolving landscape by contributing as a technical reviewer for
various books on topics such as Engineering, DevOps, Kubernetes, Generative AI, and
Cybersecurity.
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