Artificial Intelligence Simplified: A Beginner's Introduction

By Othman Omran Khalifa

Artificial intelligence has emerged as a revolutionary force in today's rapidly changing technological landscape, redefining industries, streamlining procedures, and revolutionizing human interactions with technology. Whether you're a beginner fascinated by AI's potential or a professional looking to incorporate it into your job, this book is an essential guide to understanding and harnessing AI's power.  

This book is intended as a complete introduction for novices, providing readers with a firm foundation in AI's key ideas, methodology, and practical applications. It is divided into seven chapters and begins by looking at the core concepts and real-world applications of artificial intelligence, as well as its historical evolution and societal influence.

Chapter Two investigates the fundamental ideas and methods underlying AI technology, including machine learning, neural networks, natural language processing, and computer vision. The third chapter presents the critical role of data in AI, highlighting the relevance of data quality, preprocessing approaches, and effective ways for handling and analyzing massive datasets.

In Chapter Four, readers learn about the different approaches and strategies used in AI development, such as supervised and unsupervised learning, reinforcement learning, and deep learning. Chapter Five provides practical advice for starting AI projects, from establishing development environments to applying data collection and model validation best practices. Chapter Six guides readers through the process of conceptualizing, developing, and implementing their own AI efforts, with step-by-step directions for defining project objectives, choosing appropriate datasets, and deploying AI models. Finally, Chapter Seven looks at AI's wide and profound uses in industries such as healthcare, finance, transportation, and education, demonstrating its ability to address complex challenges and promote innovation.

Whether you're a beginner looking to learn the principles of AI or an experienced practitioner looking to improve your skills, this book provides a comprehensive and easy introduction to the fascinating world of artificial intelligence.

• Language: English
• Publisher: Othman Omran Khalifa
• Release date: May 11, 2024
• ISBN: 9798224662869

Book preview

Preface

Artificial intelligence has emerged as a revolutionary force in today's rapidly changing technological landscape, redefining industries, streamlining procedures, and revolutionizing human interactions with technology. Whether you're a beginner fascinated by AI's potential or a professional looking to incorporate it into your job, this book is an essential guide to understanding and harnessing AI's power.  

This book is intended as a complete introduction for novices, providing readers with a firm foundation in AI's key ideas, methodology, and practical applications. It is divided into seven chapters and begins by looking at the core concepts and real-world applications of artificial intelligence, as well as its historical evolution and societal influence.

Chapter Two investigates the fundamental ideas and methods underlying AI technology, including machine learning, neural networks, natural language processing, and computer vision. The third chapter presents the critical role of data in AI, highlighting the relevance of data quality, preprocessing approaches, and effective ways for handling and analyzing massive datasets.

In Chapter Four, readers learn about the different approaches and strategies used in AI development, such as supervised and unsupervised learning, reinforcement learning, and deep learning. Chapter Five provides practical advice for starting AI projects, from establishing development environments to applying data collection and model validation best practices. Chapter Six guides readers through the process of conceptualizing, developing, and implementing their own AI efforts, with step-by-step directions for defining project objectives, choosing appropriate datasets, and deploying AI models. Finally, Chapter Seven looks at AI's wide and profound uses in industries such as healthcare, finance, transportation, and education, demonstrating its ability to address complex challenges and promote innovation.

Whether you're a beginner looking to learn the principles of AI or an experienced practitioner looking to improve your skills, this book provides a comprehensive and easy introduction to the fascinating world of artificial intelligence.

Sincerely,

Author

Othman Omran Khalifa

Acknowledgment

I want to express my deepest gratitude to the pillars of my life – my family, wife, and my beloved children. You have been the unwavering source of support, and inspiration that fuels my journey daily.

To my wife, your boundless understanding has given me strength in the face of challenges and made every achievement sweeter. Your sacrifices and encouragement have been the wind beneath my wings.

To my precious children, you are my greatest motivation and the embodiment of my hopes for a brighter future. Watching you grow and learn fills me with pride and a deep sense of purpose.

I am also grateful to all those who have inspired me through their work, written words, and actions, shaping my values and aspirations. My journey has been a collective effort, and I am fortunate to have had such an incredible network of people who have believed in me.

Thank you for being a part of this journey.

Sincerely,

Othman Omran Khalifa

Contents

Chapter One

Discovering Artificial Intelligence

––––––––

Introduction

Artificial intelligence (AI) is a growing field that encompasses the creation of intelligent computers capable of doing activities that would normally need human intelligence. At its foundation, artificial intelligence tries to reproduce cognitive processes such as learning, problem solving, perception, and decision-making in computers. The discovery of artificial intelligence takes us through the worlds of science, engineering, philosophy, and even ethics as we seek to understand and harness the power of intelligent computers.

The history of artificial intelligence can be traced back to ancient times, when philosophers investigated the nature of intelligence and the feasibility of building artificial entities. However, it wasn't until the mid-twentieth century that AI emerged as a formally recognized discipline. The essential work of pioneers like Alan Turing, who introduced the concept of a universal machine capable of executing any computation, paved the way for modern AI research. From early symbolic thinking systems to modern machine learning algorithms, AI has evolved via advances that have pushed the limits of what machines can do.

One of the primary obstacles in discovering artificial intelligence is defining what it means for a machine to be intelligent. While people instinctively grasp intelligence in the context of their own cognitive abilities, reproducing same abilities in computers is a difficult task. Early AI efforts concentrated on rule-based systems and symbolic reasoning, seeking to encode human knowledge and logic in computer algorithms. However, it quickly became clear that human intelligence is more than just logical reasoning; it also includes perception, learning from experience, and adapting to new conditions.

The introduction of machine learning transformed the area of artificial intelligence by allowing machines to learn from data and improve their performance over time without being explicitly programmed. Neural networks, which are inspired by the organization of the human brain, have accelerated progress in fields such as computer vision, natural language processing, and autonomous decision-making. As data becomes more accessible and computer power grows, machine learning promises to open up new horizons in AI, allowing robots to tackle increasingly complicated jobs with human-like proficiency.

Aside from the technical obstacles, the development of artificial intelligence poses serious considerations regarding the implications of intelligent robots for society, ethics, and humanity's destiny. As AI systems become more interwoven into numerous sectors of daily life, from healthcare and transportation to finance and