Kickstart Artificial Intelligence Fundamentals - Master Machine Learning Neural Networks and Deep Learning from Basics to Build Modern AI Solutions with Python and TensorFlow-Keras

Dr. S.Mahesh Anand

Summary

Master AI Fundamentals and Build Real-World Machine Learning and Deep Learning Solutions.
Book Description
AI is transforming industries, driving innovation, and shaping the future of technology. A strong foundation in AI fundamentals is essential for anyone looking to stay ahead in this rapidly evolving field.
Kickstart Artificial Intelligence Fundamentals is a comprehensive companion designed to demystify core AI concepts, covering Machine Learning, Deep Learning, and Neural Networks. Tailored for all AI enthusiasts, this book provides hands-on Python implementation using the TensorFlow-Keras framework, ensuring a seamless learning experience from theory to practice.
Bridging the gap between concepts and real-world applications, this book offers intuitive explanations, mathematical foundations, and practical use cases. Readers will explore supervised and unsupervised Machine Learning models, master Convolutional Neural Networks for image classification, and leverage Long Short-Term Memory networks for time-series forecasting. Each chapter includes coding examples and guided exercises, making it an invaluable resource for both beginners and advanced learners.
Table of Contents
1. Introduction and Evolution of AI Technologies
2. Modern Approach to AI
3. Introduction to Machine Learning
4. Regression Versus Classification Model
5. Naive Bayes as a Linear Classifier
6. Tree-Based Machine Learning Models
7. Distance-Based Machine Learning Models
8. Support Vector Machines
9. Introduction to Artificial Neural Networks
10. Training Neural Networks
11. Introduction to Convolutional Neural Networks
12. Classification Using CNN
13. Pre-trained CNN Architectures
14. Introduction to Recurrent Neural Networks
15. Introduction to Long Short-Term Memory (LSTM)
16. Application of LSTM in NLP and TS Forecasting
17. Emerging Trends and Ethical Considerations in AI

Index

Available since: 03/29/2025.

Science & Technology

Other books that might interest you

The Book of the Barn Owl

Sally Coulthard

With its heart-shaped face and silent, graceful flight, the barn owl regularly tops the nation's list of favourite birds. But how much do we really know about this sublime tenant of the night? Here, bestselling author Sally Coulthard shines a light on the barn owl. Full of fascinating insights, conservation advice and the latest research, this affectionate and timely guide also tells the story of a barn owl's early life – from first pip of the shell to leaving the nest – a fascinating time in this captivating creature's journey. 
“Fascinating insights... An endearing book for lovers of the barn owl” DAILY MAIL 
“Enjoyable and lyrical... enhanced by Vanessa Lubach's arresting lino prints” COUNTRY LIFE 
“Packs in everything the amateur nature enthusiast would want to know” YORKSHIRE LIFE

Show book

Sound Reporting - The NPR Guide...

Jonathan Kern

From an NPR veteran, a “comprehensive and lucid” guide to “the values and practices that yield stellar audio journalism” (Booklist). 
 
Maybe you’re thinking about starting a podcast, and want some tips from the pros. Or perhaps storytelling has always been a passion of yours, and you want to learn to do it more effectively. Whatever the case—whether you’re an avid NPR listener or you aspire to create your own audio, or both—Sound Reporting: The NPR Guide to Audio Journalism and Production will give you a rare tour of the world of a professional broadcaster. 
 
Jonathan Kern, a former executive producer of All Things Considered who has trained NPR’s on-air staff for years, is a gifted guide, able to narrate a day in the life of a host and lay out the nuts and bolts of production with both wit and warmth. Along the way, he explains the importance of writing the way you speak, reveals how NPR books guests ranging from world leaders to neighborhood newsmakers, and gives sage advice on everything from proposing stories to editors to maintaining balance and objectivity. Best of all—because NPR wouldn’t be NPR without its array of distinctive voices—lively examples from popular shows and colorful anecdotes from favorite personalities animate each chapter. 
 
As public radio’s audience of millions can attest, NPR’s unique guiding principles and technical expertise combine to connect with listeners like no other medium can. With today’s technologies allowing more people to turn their home computers into broadcast studios, Sound Reporting is a valuable guide that reveals the secrets behind NPR’s success.

Show book

The American Fisherman - How Our...

Willie Robertson, William Doyle

New York Times Bestseller • “A celebration of sport fishing in America, its history, locales, and impact.” — New York Times Book Review An essential book for everyone who loves casting a line into our nation's waters, The American Fisherman, by outdoorsman Willie Robertson (CEO of Duck Commander and star of A&E’s Duck Dynasty) and historian William Doyle, reveals that in the U.S.A., fishing is far more than a pastime — it has shaped our past and defined our character in remarkable ways.This generously illustrated celebration of fish, anglers, and our country’s treasured wild places traces fishing’s astonishing impact on the United States and its people, from its settlement and founding, to powering its economy and inspiring our creativity and faith. Blessed by perhaps the most diverse and abundant waters in the world, Native Americans were the continent’s first master anglers and incorporated fish into their spiritual beliefs and legends. When the Vikings, the earliest European visitors, arrived, they were drawn across the Atlantic Ocean by the bountiful fishing grounds of North America’s East Coast. During the colonial era, fish helped save the Pilgrims, make George Washington wealthy, and win the American Revolution. From New England cod to Pacific Northwest salmon to Gulf shrimp, the fishing industry has fed and financed centuries of Americans in every region of the country. Throughout, Willie and Bill explore how fishing has made an enduring mark on our national identity and culture. The American Fisherman is also an ode to our nation’s extraordinary natural places: alpine trout streams in the Rocky Mountains, steelhead runs along the storm-tossed Alaskan coast, the azure waters off Key West where marlin roam, and the bayous of Louisiana where the Robertsons have instilled the love and lessons of fishing down through the generations, as so many other families have.A spirited and unique look at the U.S.A. and its people, The American Fisherman will hook every sportsman from the first page and forever deepen their appreciation for the fishing life.INCLUDES MORE THAN 75 PHOTOS

Show book

History of Internet

IntroBooks Team

Internet is perhaps one of the most prestigious indispensable tools of modern times where people simply cannot imagine a life without it, or even the world without it. It makes planet earth go round and helps to move it forward. It is one of the primary essence of technological evolution. Every era has had its own indispensable tool – for us in these modern times, it is none other than the world-wide web. 
Having such humble beginnings in the university campuses of American institutes in the 1960s, internet would soon become a global phenomenon, a concept and a medium on its own. Universities now teach the origins of internet and how it has shaped mankind in the last 60 years. It has its own nuances and the little nuts and bolts that need to be known and be aware of if one aspires to become a professional web designer. It is indeed a field of study and involves continuous scrutiny and observation if one needs to understand how this global phenomenon really became global in technical sense and how it governs almost everything we see around us. 
In this book, a brief understanding of the origins and evolution of internet will be discussed and how it has grown to become one of the foremost tools for almost everything that surround people. In short, a brief, interesting history of the internet, and its evolution.

Show book

CBD Hemp Oil - Everything You...

Tom Whistler

The world's quest to find miracle drugs is constant. The proliferation and popularity of various dietary supplements give way to different forms and types of medicines. The market is saturated with a variety of synthetic and natural alternative drugs, which all claim to bring relief to human conditions.
The search brings new types of medication and re-establishes those that may have been forgotten with time. A great example of this is the healthful benefits of the hemp plant. This simple, but powerful, cannabis plant variety has been the subject of attention for the past few years, after the endocannabinoid system within the body was discovered by medical scientists to be influential to certain types of body's responses to diseases.
This audiobook answers all the essential questions you have in mind about cannabidiol or CBD. It will provide everything you need to know about the most popular form of cannabidiol - the CBD hemp oil, how it is extracted and produced, its uses and benefits, how it is taken, and where can you purchase the purest concentration that would give you the most advantages.
This audiobook will give you glimpses into the industrial hemp golden years, when it was considered as valuable and beneficial to man. It will show you the struggles and the gradual reemergence of the industry in modern times.
Every chapter aims to provide the vital information that every potential user would want to know. The purpose of this audiobook is to give listeners an audiobook that provide simple, but essential information, about the potent benefits of CBD hemp oil, and other by-products that come from the industrial hemp plant.
This audiobook is for you. Listen to understand why CBD hemp oil is becoming one of the most sought-after, natural, botanical, alternative forms of medicines in the world today.

Show book

Metaverse Investing - The...

Darell Freeman, Cryptosphere...

Have you heard about the Metaverse on Social Networks or from friends and would like to learn more about this Digital Revolution? Do you want to find out how to seize this new investment opportunity and not get left out? Then read on! 
The Metaverse is a world of infinite possibilities. A concept, though old, yet so new. As civilization takes the next step into the virtual world, it would only be wise to arm yourself with knowledge of what is coming and how to benefit from it. 
What kind of currency would be made available in this new world? How do I buy in the Metaverse? How do I buy NFTs? What about the internet? How is the Metaverse any different from the internet? And so on. 
Here's what you will find in this book: 
✅  General Introduction to the Metaverse World 
✅ Understanding Metaverse Investment 
✅  Digital Real Estate Investing 
✅  Buying Land in Metaverse 
✅ What Non-Fungible Tokens are, and their role and importance to the Metaverse 
✅  Web 3.0 and its uniqueness to the Metaverse 
✅ Who and what will power the Metaverse? 
✅  Augmented Reality vs Virtual RealityThis is a collection of all the answers to your questions concerning the Metaverse and how you can be a part of it. Many have promised the Metaverse is for everyone, whether you are a business owner, a gamer, or you are just looking for the next big thing to explore. The Metaverse is the answer.What are you waiting for? Add this book to your cart to get started!

Show book