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Prashant Kikani - Demystifying Artificial intelligence: Simplified AI and Machine Learning concepts for Everyone (English Edition)

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Learn AI & Machine Learning from the first principles.Key Features
  • Explore how different industries are using AI and ML for diverse use-cases.
  • Learn core concepts of Data Science, Machine Learning, Deep Learning and NLP in an easy and intuitive manner.
  • Cutting-edge coverage on use of ML for business products and services.
  • Explore how different companies are monetizing AI and ML technologies.
  • Learn how you can start your own journey in the AI field from scratch.
  • DescriptionAI and machine learning (ML) are probably the most fascinating technologies of the 21st century. AI is literally in every industry now. From medical to climate change, education to sport, finance to entertainment, AI is disrupting every industry as we know.So, the basic knowledge of AI/ML becomes mandatory for everyone. This book is your first step to start the journey in this field. Along with basic concepts of fields, like machine learning, deep learning and NLP, we will also explore how big companies are using these technologies to deliver greater user experience and earning millions of dollars in profit.Also, we will see how the owners of small- or medium-sized businesses can leverage and integrate these technologies with their products and services. Leveraging AI and ML can become that competitive moat which can differentiate the product from others.In this book, you will learn the root concepts of AI/ML and how these inanimate machines can actually become smarter than the humans at a few tasks, and how companies are using AI and how you can leverage AI to earn profits.What you will learn
  • Core concepts of data science, machine learning, deep learning and NLP in simple and intuitive words
  • How you can leverage and integrate AI technologies in your business to differentiate your product in the market.
  • The limitations of traditional non-tech businesses and how AI can bridge those gaps to increase revenues and decrease costs.
  • How AI can help companies in launching new products, improving existing ones and automating mundane processes.
  • Explore how big tech companies are using AI to automate different tasks and providing unique product experiences to their users.
  • Who this book is forThis book is for anyone who is curious about this fascinating technology and how it really works at its core. It is also beneficial to those who want to start their career in AI/ ML.Table of Contents 1. Introduction2. Going deeper in ML concepts 3. Business perspective of AI 4. How to get started and pitfalls to avoidAbout the AuthorsPrashant Kikani is an experienced data scientist, who ranks in the top 1% worldwide in competitions and kernels on Kaggle which is the worlds largest community and platform for data science and machine learning.As part of his day-to-day work, he is working on solving some of the hardest problems for the human kind, like language translation using state-of-the-art deep learning-based NLP models and infusion of knowledge graphs in NLP models. He is one of the youngest students to achieve the Master title on the Kaggle kernel platform. Also, he has worked on other deep learning sub-fields like computer vision via Kaggle competitions.His interests lie in AI/ML and deep learning, and teaching others what he has learned in a very simple and intuitive manner. This book is part of his interest to share his knowledge in the simplest possible manner with everyone so that everyone they can learn about this fascinating technology called AI!Blog links:http://prashantkikani.com LinkedIn Profile://https://www.linkedin.com/in/prashant-kikani/

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    Demystifying Artificial Intelligence Simplified AI and Machine - photo 1
    Demystifying
    Artificial
    Intelligence
    Demystifying Artificial intelligence Simplified AI and Machine Learning concepts for Everyone English Edition - image 2
    Simplified AI and Machine Learning
    Concepts for Everyone
    Demystifying Artificial intelligence Simplified AI and Machine Learning concepts for Everyone English Edition - image 3
    Prashant Kikani
    Demystifying Artificial intelligence Simplified AI and Machine Learning concepts for Everyone English Edition - image 4
    www.bpbonline.com
    FIRST EDITION 2021
    Copyright BPB Publications, India
    ISBN: 978-93-89898-705
    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 authors and publishers 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.
    Distributors:
    BPB PUBLICATIONS
    20, Ansari Road, Darya Ganj
    New Delhi-110002
    Ph: 23254990/23254991
    MICRO MEDIA
    Shop No. 5, Mahendra Chambers,
    DN Rd. Next to Capital Cinema,
    V.T. (C.S.T.) Station, MUMBAI-400
    Ph: 22078296/22078297
    DECCAN AGENCIES
    4-3-329, Bank Street,
    Hyderabad-500195
    Ph: 24756967/24756400
    BPB BOOK CENTRE
    Old Lajpat Rai Market,
    Delhi-110006
    Ph: 23861747
    Published by Manish Jain for BPB Publications Ansari Road Darya Ganj New - photo 5
    Published by Manish Jain for BPB Publications, Ansari Road, Darya Ganj, New Delhi-110002 and Printed by him at Repro India Ltd, Mumbai
    www.bpbonline.com
    Dedicated to
    My family and friends, who have
    provided support throughout my life
    About the Author
    Prashant Kikani is an experienced data scientist, who has ranks as top 1% worldwide in competitions and kernels on Kaggle, which is the worlds largest community and platform for data science and machine learning.
    As part of his day-to-day work, he is trying to solve some of the hardest problems for the human kind, like language translation using state-of-the-art deep learning based NLP models and infusion of knowledge graphs in NLP models. He is one of the youngest students to achieve the Master title on the Kaggle kernel platform. Also, he has worked on other deep learning sub-fields, like computer vision via Kaggle competitions.
    His interest lie in AI/ML and deep learning, and teaching others what he has learned in a simple and intuitive manner. This book is part of his interest to share his knowledge in the simplest possible manner with everyone so that they can learn about this fascinating technology called AI!
    Prashants ultimate goal is to make a positive impact on millions of peoples daily lives and to always be optimistic about the future. To achieve these goals, he has started multiple initiatives. You can know more about him at
    About the Reviewers
    Shikhar Kwatra works as a Data and AI Architect in IBM with primary focus on Operationalizing AI models as core ML-Ops Leader. He pursued his Masters in Electrical Engineering from Columbia University. He is recognized as the Youngest Indian Master inventor with over Filed Patents and Inventions in the areas of AI/ML, IoT, Blockchain, Drones etc. He also holds the title of one of the youngest Academy of Technology members in IBM. He focuses his spare time on exploring AI-IoT technologies and leverages his technical background to work on new ideas with the aim to inspire every engineer to think from an inventive mindset.
    Know more about Shikhar here: https://www.linkedin.com/in/shikharkwatra/
    Darshan Patel has 1.5 years of experience in the field of data science, such as building ETL data pipelines, and developing machine learning algorithms to enable the businesses to take data-driven decisions. Darshan pursued B.Tech CSE with Specialization in Big Data Analytics from Ganpat University. He is working as a Data Science Engineer in Embibe.
    Acknowledgement
    I would like to thank my parents, Mr. Vinodrai and Mrs. Gulab, who have always supported me for whatever dream I wanted to pursue.
    Also, I would like to thank some of my friends, who have always helped me and provided support whenever I needed it. My gratitude goes to them for being with me in my journey and allowing me to be a part of their journey as well.
    This book wouldnt have come into existence if I never started exploring the machine learning and AI field in my first year of college. So, I thank all the seniors who have guided me in this field.
    Finally, thanks to the publishers of this book for giving me the opportunity to write this and share my thoughts to millions of people.
    Preface
    In this book, we will to cover a number of topics which fall under artificial intelligence (AI).
    Without requiring any kind of prerequisites, you will learn many exciting topics and concepts in the AI field in plain, simple and easy-to-understand English language.
    I have made it very easy for you to understand all these mathematical based concepts by conveying them in a simple and effective manner while keeping the original concept intact.
    Recently, the biggest breakthroughs in the field of AI research are being made in machine learning, especially in deep learning fields.
    Why? Mainly because of the following two factors:
    Availability of huge amounts of data
    Comparatively cheaper powerful computation resources like GPUs (Graphics Processing Unit)
    It has become easier to train machine learning systems to do certain tasks like never before.
    My main focus will be on machine learning and deep learning subfields as thats what drives the artificial intelligence field nowadays.
    Artificial Intelligence (AI) is a fascinating field as we are trying to copy a thing which is right there in our skull; the human brain.
    Its so complex, no one to this date completely knows how it operates and takes decisions.
    By the way, Mckinsy says that AI is to create $13 Trillion Value by 2030, mostly to be used in retail, followed by the travel and automotive sector.
    This may be a good reason to gather some knowledge about AI!
    Though the AI field is several decades old, it came to peoples attention after big tech companies started using AI and especially machine learning in their products in the last decade (i.e. 2010-2020). Before that, AI was kind of limited to research labs and universities.
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