Machine Learning Ethics

Your AI systems are making decisions right now — hiring decisions, credit decisions, medical triage decisions, customer service promises your legal team will be held to. Are you certain those decisions are accurate, fair, and defensible? More to the point: would you know if they weren't? That question ceased to be hypothetical in 2022, when Air Canada's AI chatbot gave a bereaved passenger incorrect information about bereavement fares, and the airline's legal team attempted to argue that the chatbot was, in some operative sense, a separate entity from the company itself. The tribunal was ...

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...

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 –...

In an era where AI's impact is undeniable, harness the full potential of Large Language Models (LLMs) through transformative fine-tuning techniques. Uncover a comprehensive guide that promises not just to inform but to revolutionize your approach to model optimization, making you a forerunner in technological advancements. Imagine a world where your AI models are flawlessly adapted to specialized tasks with unparalleled accuracy. With the "LLM Optimization Guide," turn that vision into reality and discover how tailored strategies can elevate performance, efficiency, and adaptability. This ...

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...

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, ...

AI Surveillance Unveiled: How Artificial Intelligence Is Transforming Public Safety, Privacy, and Ethics In an era where technology is evolving at an unprecedented pace, AI-powered surveillance systems are quickly becoming an integral part of our daily lives. From smart cities and facial recognition systems to license plate readers and cybersecurity monitoring, AI is revolutionizing the way we keep watch over public spaces, track criminal activities, and ensure public safety. While these advancements promise significant improvements in public security and operational efficiency, they also ...

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, ...

Transform Your Understanding of AI from Confusion to Confidence While millions panic about being left behind by AI, the revolution has barely begun. We're at the 1995 - equivalent of the internet age - and understanding AI now puts you ahead of 90% of the workforce. This practical guide cuts through the ChatGPT hype to reveal what's really happening with artificial intelligence. You'll discover the crucial difference between generative AI (tools that create content) and agentic AI (systems that make autonomous decisions) - a distinction that changes everything about how you evaluate, adopt,...

Attention: Step into the enthralling universe of "Rise of the Machines", a comprehensive study of the past, present, and future of Artificial Intelligence (AI). As we witness technology advancing at a breakneck speed, this book offers unique insights into the compelling saga of Al. If the extraordinary journey of machines transforming into intelligent beings fascinates you, consider this your invitation to experience the remarkable progression of our digital counterparts. Interest: Unlock the secrets behind the rise of Artificial Intelligence as "Rise of the Machines" takes you on a ...

Unlock AI with Ease – No Tech Experience Required, Master Privacy Protection Along the Way! Ever find yourself wondering how to explain AI to your kids without getting tangled in confusing details? Or are you stepping into the tech world, but unsure which AI concepts can actually boost your career? Maybe the idea of AI compromising your personal privacy keeps you up at night? You’re not alone in these struggles, but it doesn’t have to stay this way. With the S.A.F.E Methodology, this guide will take you from overwhelmed to confident, helping you grasp AI without drowning in technical ...

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 ...

Picture a world where every thought you have sparks solutions, where your biggest challenges unravel in an instant, and your wildest dreams take flight—powered by a machine that thinks like you, only faster, sharper, limitless. Welcome to the edge of Artificial General Intelligence (AGI), where human brilliance fuses with machine genius to ignite a revolution that will transform everything you know. In Artificial General Intelligence (AGI): The Symbiotic Future of Humans and Machines, Dr. Samuel Xiangming Li—whose forty-year journey through the heart of computing and AI fuels this ...

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 ...

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

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 ...

We are going through a digital era. Automation and artificial intelligence (AI) are becoming standard practice for many organizations. At the same time, debates over the impact of AI on our daily lives have triggered an increased focus on the protection of individual privacy. The core objective of this book is to help you go beyond the debate and navigate the complexities of privacy and AI. This book is designed to assist you in learning ideas, principles, and frameworks about how to make decisions which balance privacy compliance and the use of AI systems. This book will answer the ...

What if the future of humanity hangs in the balance of decisions we're making right now? In a world where artificial intelligence is reshaping everything from our morning coffee to our deepest relationships, we stand at the most critical crossroads in human history. The choices we make today about AI development will determine whether our children inherit a world of unprecedented prosperity or unimaginable destruction. Through the intimate stories of ordinary people living in extraordinary times, this book reveals the profound futures that await us. Meet Leo, questioning who really controls...

Read by the author, Madhumita Murgia, this audio edition includes a fascinating exclusive author interview, led by the global AI lead at publisher Pan Macmillan, Sara Lloyd. SHORTLISTED FOR THE WOMEN'S PRIZE FOR NON-FICTION 2024 What does it mean to be human in a world that is rapidly changing...

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 ...