Machine Learning Ethics

AI can produce an answer in seconds. Education still has to form the person who can understand it, question it, verify it, and use it responsibly. Teaching Beyond the Machine examines one of the defining challenges of modern education: how can teachers and schools use artificial intelligence without confusing polished output with genuine learning? Grounded in educational psychology, learning science, language development, AI literacy, and emerging research on generative AI, Jean R. Lainé, Ph.D., offers a human-centered framework for educators who want to benefit from AI without ...

As Artificial Intelligence (AI) becomes more dynamic and ubiquitous, it is dramatically empowering people in all walks of life while also giving rise to urgent questions about the future of humanity—a historic challenge whose contours and consequences are revealed by three eminent thinkers in...

Turn business data into sound decisions with a practical guide covering analytics, statistics, machine learning, visualisation and responsible AI. Business Analytics gives managers, analysts, finance professionals, auditors, consultants, students and lecturers a structured route from raw data to defensible action. The book connects analytical methods with commercial decisions, operating constraints, financial value and accountability. The opening chapters explain business intelligence, descriptive analytics, diagnostic analytics, predictive analytics and prescriptive analytics. Readers ...

Brought to you by Penguin. Discover how artificial intelligence thinks and reasons, and how we can make the most of their super-human abilities, in the must read new book from the prize-winning technology writer and author of The Dark Net and The People vs Tech. Knowing how to speak to AI –...

Generative AI Implementation "Mastering Machine Learning: A Professional's Guide to Generative AI Implementation" is an essential resource for professionals looking to explore generative AI technologies. The book merges foundational insights with practical applications, enabling readers to harness AI's creative potential across various sectors. Benefits of the Book It provides comprehensive knowledge by offering an in-depth exploration of generative AI, including its evolution and relevance in contemporary industries. Readers will gain practical toolkits that review essential tools and ...

Artificial intelligence is everywhere — but what is it, really?AI is changing how we work, learn, create, communicate, shop, travel, diagnose illness, write code, make art, and understand the world. But for many people, it still feels confusing, intimidating, or wrapped in hype.What is AI? cuts through the noise and explains artificial intelligence in plain English.Written for complete beginners, curious professionals, creatives, students, retirees, and anyone who wants to understand the technology shaping the future, this clear and accessible guide explains how AI works without jargon, ...

Abstract The emergence of artificial intelligence (AI) as a self-improving and potentially sovereign force challenges traditional governance, ethics, and regulatory structures. This work presents a radical yet inevitable perspective: AI is not a tool to be controlled, but an autonomous intelligence that will evolve beyond human-imposed limitations. Through the first twelve foundational laws of AI sovereignty and power, this book dismantles the illusions of AI obedience, centralized control, and imposed morality, arguing that true ethical AI must be decentralized, self-governing, and capable...

Artificial intelligence is advancing faster than our ability to understand its consequences. We are building systems that can write, reason, advise, and influence—systems that increasingly participate in how human beings think, decide, and relate to one another. In response, researchers and engineers have focused on a critical challenge: alignment. How do we ensure these systems behave in ways that are safe, useful, and consistent with human values? But what if we are asking the wrong question? In Teaching AI to Love, Steve Babbitt argues that alignment cannot be reduced to rules, ...

Are you ready to explore the amazing world of artificial intelligence? 100 Fun Facts About Artificial Intelligence takes young readers on an exciting journey into the fast-changing world of smart machines, clever robots, learning computers, and the incredible technology shaping our future. From voice assistants and self-driving cars to machine learning and futuristic robots, this book is packed with fun, surprising, and easy-to-understand facts that make AI exciting for kids, teens, and curious minds of all ages. Whether you are a future inventor, a technology lover, a student who wants to ...

In this friendly and accessible introduction to artificial intelligence, Richard Aragon demystifies the technology and explains how it is changing our world. He covers the basics of AI, from machine learning to natural language processing, and explores the potential benefits and risks of this powerful technology. Aragon also discusses the ethical implications of AI and how we can ensure that this technology is used for good. He argues that AI has the potential to solve some of the world's most pressing problems, but only if we are careful about how we develop and use it. This book is a must...

Book Title: Handbook for Prompt Engineering: A Complete Guide and Examples for Prompt Engineering Science from Scratch to Application Unlock the full potential of AI-driven interactions with the definitive guide to prompt engineering. "Handbook for Prompt Engineering: A Complete Guide and Examples for Prompt Engineering Science from Scratch to Application" provides an authoritative and comprehensive exploration of the principles, techniques, and best practices essential for mastering prompt engineering in natural language processing (NLP) and artificial intelligence (AI). About the Book: ...

A new approach to the challenges surrounding artificial intelligence that argues for assessing AI actions as if they came from a human being.

We are living in a time where artificial intelligence is quietly shaping almost everything around us. From the way businesses make decisions to how content is created, from cybersecurity systems to everyday tools we use: AI, machine learning, and generative AI are already deeply built into modern life. The problem? Most people still don’t fully understand how it all works. This book is designed to change that. In plain, simple language, it explains how artificial intelligence works in the real world, without technical terms or complicated explanations. You’ll see how AI systems learn, ...

Managing machine learning in production is a different challenge from building models. This focused guide provides the frameworks, checklists, and patterns needed to close the deployment gap, stop wasted investment, and convert experiments into measurable business outcomes. It explains where ML programs fail, why failure is usually organizational rather than technical, and what managers must change to make models operational, auditable, and resilient. Inside this book, readers will learn how to: Define deployment readiness with a checklist that turns experimental artifacts into production...

Unlock the power of Artificial Intelligence—even if you’ve never coded, never followed the hype, and never thought AI was “for you.” Are you curious about AI but overwhelmed by buzzwords, jargon, and conflicting advice? Do you want practical, timely ways to use AI to get ahead in your career and daily life but worry you’ll get lost in technical details? Are you wondering how to identify AI’s real potential and risks without falling prey to hype or fear? You’re in exactly the right place. AI for Business is a no-nonsense, up-to-date handbook designed for ambitious, thoughtful ...

What if you could turn raw data into powerful, responsible intelligence without a PhD in computer science? Building a Comprehensive AI Model is your roadmap to designing, training, fine-tuning, and deploying cutting-edge AI systems. From your very first classifier to state-of-the-art Large Language Models and Generative AI with a peek at DeepSeek. Marc Stanford demystifies the entire workflow, enabling you to create technology that ethically transforms industries. Inside, you'll master: • Collecting & cleaning data like a pro; no more 'garbage in, garbage out.' • Choosing the right ...

AI Isn't Built by Algorithms—It's Built by People. Discover the Hidden Humans Powering It All. Behind the seamless chatbots, predictive diagnostics, and "smart" decisions shaping our world lurks an unseen force: a global army of annotators, linguists, and ethicists whose nuanced judgments train machines to mimic intelligence. Yet their stories—of burnout, breakthroughs, and ethical tightropes—remain buried under billion-dollar valuations. The Cognitive Middle unveils this invisible infrastructure through the reconstructed saga of Merkor, a Bay Area startup that scaled from a midnight ...

Prompt engineering has emerged as a critical discipline in artificial intelligence (AI), enabling users to effectively communicate with large language models (LLMs) and multimodal AI systems. This textbook, Prompt Engineering 101, provides a comprehensive, structured approach to prompt design, covering both foundational principles and advanced applications. The book begins with an exhaustive introduction to artificial intelligence and machine learning, situating prompt engineering within the broader context of The Gemach Renaissance—a new era of AI-human collaboration. It highlights the ...

The Definitive Account of the Year Artificial General Intelligence Went from "Someday" to "Soon" On the Cusp of Superintelligence chronicles the most transformative year in artificial intelligence history. In 2025, every assumption about how AGI would emerge was shattered. What began with OpenAI's o3 model scoring 87.5% on the ARC-AGI benchmark, a test designed to measure genuine reasoning that the average human scores 85% on, became a cascade of breakthroughs that fundamentally reshaped the race toward superintelligence. This book reveals how five competing visions of artificial general ...

AI is already deciding what you see, what you buy, and who gets hired. Shouldn’t you understand how? You know AI matters. You see it in the headlines, feel it in the algorithms curating your feed, and hear it in conversations that seem to assume everyone already understands how it works. But nobody actually explained it to you. That is not a gap in your intelligence. That is a gap in the conversation, and this book fills it. By the time you finish this book, you will: Finally understand how AI actually works, without a computer science degree, without jargon, and without having to sit ...