Recommendations based on "Why Machines Learn The Elegant Math Behind Modern AI"

From New York Times bestselling co-author of The Coddling of the American Mind, an essential investigation into the collapse in youth mental health—and a scientifically proven path to health and strengthThere is no bigger public health story now than the collapse in youth mental health. The numbers are terrifying and dominate our headlines. There has been much debate over how we got here, and what to do next, and bestselling author and social psychologist Jonathan Haidt is at the white-hot center of that discourse. Haidt has spent his career speaking wisdom and truth into the most difficult landscapes—communities polarized by politics and religion, campuses battling culture wars, and now the perfect storm contributing to a public health emergency for Gen Z.For the cohort that hit puberty around 2009, their sense of self developed as the threads of three dramatic technological and social changes smartphones and life with the constant companionship of a screen, front-facing cameras and the bevy of apps that thrived on selfie-culture, and social networks that reduced engagement and affirmation to likes and hearts alone. But phones aren’t the only villain here; the ground for this crisis was seeded by a decades long shift from play-based childhoods to ones defined by over-supervision, structure, and fear.The Anxious Generation is a penetrating and alarming accounting of how we adults began to overprotect children in the real world while giving essentially no protection in the brutal online world. Haidt documents the four fundamental harms of the phone-based sleep deprivation, social deprivation, cognitive fragmentation, and addiction. He then shows the unique harms affecting boys, and the unique harms affecting girls. In the last section of The Anxious Generation , he offers concrete and scientifically based advice with separate chapters addressed to parents, schools, universities, governments, and to teens themselves. He draws on ancient wisdom and modern psychology to help everyone understand what healthy development would look like in the digital age.

The groundbreaking bestseller from iconic behavioral psychologist Dan Ariely, now the inspiration for the Fall 2023 NBC show The Irrational“A marvelous book that is both thought provoking and highly entertaining, ranging from the power of placebos to the pleasures of Pepsi. Ariely unmasks the subtle but powerful tricks that our minds play on us, and shows us how we can prevent being fooled.” — Jerome Groopman, New York Times bestselling author of How Doctors Think“Ariely is a genius at understanding human behavior: no economist does a better job of uncovering and explaining the hidden reasons for the weird ways we act, in the marketplace and out. Predictably Irrational will reshape the way you see the world, and yourself, for good.” — James Surowiecki, author of The Wisdom of CrowdsWhy do our headaches persist after we take a one-cent aspirin but disappear when we take a fifty-cent aspirin? Why do we splurge on a lavish meal but cut coupons to save twenty-five cents on a can of soup?When it comes to making decisions in our lives, we think we're making smart, rational choices. But are we? In this revised and expanded edition of the groundbreaking New York Times bestseller, Dan Ariely refutes the common assumption that we behave in fundamentally rational ways. From drinking coffee to losing weight, from buying a car to choosing a romantic partner, we consistently overpay, underestimate, and procrastinate. Yet these misguided behaviors are neither random nor senseless. They're systematic and predictable—making us predictably irrational.

“A terrific book, witty and lucid, and brimming with provocative conjectures.” (Wall Street Journal) from the author of the acclaimed New York Times bestseller GenomeBrilliantly written, The Red Queen compels us to rethink everything from the persistence of sexism to the endurance of romantic love.Referring to Lewis Carroll's Red Queen from Through the Looking-Glass, a character who has to keep running to stay in the same place, Matt Ridley demonstrates why sex is humanity's best strategy for outwitting its constantly mutating internal predators. The Red Queen answers dozens of other riddles of human nature and culture—including why men propose marriage, the method behind our maddening notions of beauty, and the disquieting fact that a woman is more likely to conceive a child by an adulterous lover than by her husband. The Red Queen offers an extraordinary new way of interpreting the human condition and how it has evolved.

We want to believe that there are some things we would never do. We want to believe that there are others we always would. But how can we be sure? What are our limits? Do we have limits? The answer lies with the Ten Types of Human: the people we become when we are faced with life's most difficult decisions. This pioneering examination of human nature looks at the best and worst that human beings are capable of, and asks why. It explores the frontiers of the human experience, excavating the forces that shape our thoughts and actions in extreme situations. It begins in a courtroom and journeys across four continents and through the lives of some exceptional people, in search of answers. Mixing cutting-edge neuroscience, social psychology, and human rights research, The Ten Types of Human is at once a provocation and a map to our hidden selves. It provides a new understanding of who we are—and who we can be.

Over the course of a generation, algorithms have gone from mathematical abstractions to powerful mediators of daily life. Algorithms have made our lives more efficient, more entertaining, and, sometimes, better informed. At the same time, complex algorithms are increasingly violating the basic rights of individual citizens. Allegedly anonymized datasets routinely leak our most sensitive personal information; statistical models for everything from mortgages to college admissions reflect racial and gender bias. Meanwhile, users manipulate algorithms to "game" search engines, spam filters, online reviewing services, and navigation apps.Understanding and improving the science behind the algorithms that run our lives is rapidly becoming one of the most pressing issues of this century. Traditional fixes, such as laws, regulations and watchdog groups, have proven woefully inadequate. Reporting from the cutting edge of scientific research, The Ethical Algorithm offers a new approach: a set of principled solutions based on the emerging and exciting science of socially aware algorithm design. Michael Kearns and Aaron Roth explain how we can better embed human principles into machine code - without halting the advance of data-driven scientific exploration. Weaving together innovative research with stories of citizens, scientists, and activists on the front lines, The Ethical Algorithm offers a compelling vision for a future, one in which we can better protect humans from the unintended impacts of algorithms while continuing to inspire wondrous advances in technology.

The legendary bestseller that encouraged millions of readers to look at the hidden side of everythingWhich is more dangerous: a gun or a swimming pool? Why do drug dealers still live with their moms? What do real estate agents and the KKK have in common?These may not sound like typical questions for an economist to ask. But Steven D. Levitt is not a typical economist. He is a much-heralded scholar who studies the riddles of everyday life—from cheating and crime to sports and child-rearing—and whose conclusions turn conventional wisdom on its head. Freakonomics is a groundbreaking collaboration between Levitt and Stephen J. Dubner, an award-winning author and journalist. Some of these questions concern life-and-death issues; others have an admittedly freakish quality. Thus the new field of study contained in this book: freakonomics.Through forceful storytelling and wry insight, Levitt and Dubner show that economics is, at root, the study of incentives—how people get what they want, or need, especially when other people want or need the same thing. In Freakonomics, they explore the hidden side of everything. The inner workings of a crack gang. The myths of campaign finance. The telltale marks of a cheating schoolteacher. What unites all these stories is a belief that the modern world, despite a great deal of complexity and downright deceit, is not impenetrable, is not unknowable, and—if the right questions are asked—is even more intriguing than we think. All it takes is a new way of looking. Freakonomics establishes this unconventional premise: If morality represents how we would like the world to work, then economics represents how it actually does work. It is true that readers of this book will be armed with enough riddles and stories to last a thousand cocktail parties. But Freakonomics can provide more than that. It will literally redefine the way we view the modern world.This revised and expanded edition of the book contains a smattering of bonus material, including selected Freakonomics columns from The New York Times Magazine; a Q&A with Steven Levitt, Stephen Dubner, and Angela Duckworth; and the New York Times Magazine profile Dubner wrote about Levitt that started it all.

A new theory is taking hold in neuroscience. It is the theory that the brain is essentially a hypothesis-testing mechanism, one that attempts to minimise the error of its predictions about the sensory input it receives from the world. It is an attractive theory because powerful theoretical arguments support it, and yet it is at heart stunningly simple. Jakob Hohwy explains and explores this theory from the perspective of cognitive science and philosophy. The key argument throughout The Predictive Mind is that the mechanism explains the rich, deep, and multifaceted character of our conscious perception. It also gives a unified account of how perception is sculpted by attention, and how it depends on action. The mind is revealed as having a fragile and indirect relation to the world. Though we are deeply in tune with the world we are also strangely distanced from it. The first part of the book sets out how the theory enables rich, layered perception. The theory's probabilistic and statistical foundations are explained using examples from empirical research and analogies to different forms of inference. The second part uses the simple mechanism in an explanation of problematic cases of how we manage to represent, and sometimes misrepresent, the world in health as well as in mental illness. The third part looks into the mind, and shows how the theory accounts for attention, conscious unity, introspection, self and the privacy of our mental world.

HOW DOES MAGIC HAPPEN? The Ogilvy advertising legend—“one of the leading minds in the world of branding” (NPR)—explores the art and science of conjuring irresistible products and ideas."Sutherland, the legendary Vice Chairman of Ogilvy, uses his decades of experience to dissect human spending behavior in an insanely entertaining way. Alchemy combines scientific research with hilarious stories and case studies of campaigns for AmEx, Microsoft and the like. This is a must-read." —Entrepreneur ("Best Books of the Year")Why is Red Bull so popular, though everyone—everyone!—hates the taste? Humans are, in a word, irrational, basing decisions as much on subtle external signals (that little blue can) as on objective qualities (flavor, price, quality). The surrounding world, meanwhile, is irreducibly complex and random. This means future success can’t be projected on any accounting spreadsheet. To strike gold, you must master the dark art and curious science of conjuring irresistible ideas: alchemy.Based on thirty years of field work inside the largest experiment in human behavior ever conceived—the forever-unfolding pageant of consumer capitalism—Alchemy, the revolutionary book by Ogilvy advertising legend Rory Sutherland, whose TED talks have been viewed nearly seven million times, decodes human behavior, blending leading-edge scientific research, absurdly entertaining storytelling, deep psychological insight, and practical case studies from his storied career working on campaigns for AmEx, Microsoft, and others.Heralded as “one of the leading minds in the world of branding” by NPR and "the don of modern advertising" by The Times, Sutherland is a unique thought leader, as comfortable exchanging ideas with Nobel Prize winners Daniel Kahneman and Richard Thaler (both interviewed in these pages) as he is crafting the next product launch. His unconventional and relentlessly curious approach has led him to discover that the most compelling secrets to human decision-making can be found in surprising places:What can honey bees teach us about creating a sustainable business?How could budget airlines show us how to market a healthcare system?Why is it better to be vaguely right than precisely wrong?What might soccer penalty kicks teach us about the dangers of risk-aversion?Better “branding,” Sutherland reveals, can also be employed not just to sell products, but to promote a variety of social aims, like getting people to pay taxes, improving public health outcomes, or encouraging more women to pursue careers in tech. Equally startling and profound, Sutherland’s journey through the strange world of decision making is filled with astonishing lessons for all aspects of life and business. 

4E cognition (embodied, embedded, enactive, and extended) is a relatively young and thriving field of interdisciplinary research. It assumes that cognition is shaped and structured by dynamic interactions between the brain, body, and both the physical and social environments.With essays from leading scholars and researchers, The Oxford Handbook of 4E Cognition investigates this recent paradigm. It addresses the central issues of embodied cognition by focusing on recent trends, such as Bayesian inference and predictive coding, and presenting new insights, such as the development of false belief understanding.The Oxford Handbook of 4E Cognition also introduces new theoretical paradigms for understanding emotion and conceptualizing the interactions between cognition, language, and culture. With an entire section dedicated to the application of 4E cognition in disciplines such as psychiatry and robotics, and critical notes aimed at stimulating discussion, this Oxford handbook is the definitive guide to 4E cognition.Aimed at neuroscientists, psychologists, psychiatrists, and philosophers, The Oxford Handbook of 4E Cognition will be essential reading for anyone with an interest in this young and thriving field.

In Search of an Adarsh Indian State In India, public policies are all around us. Despite this pervasiveness, yeh public sab nahin jaanti hai (the public doesn't know it all). Questions are rarely asked of the Indian State-the institution that makes rules, bends them and punishes others for breaking the laws it creates. The privileged can afford not to think about the State because we have given up on it. The not-so-privileged have resigned themselves to a State that provides short-term benefits. Either way, we seldom pause to reflect on why the Indian State works the way it does. Missing in Action aims to change such perceptions through sketches from everyday experiences to illustrate India's tryst with public policymaking. It acquaints the reader with some fundamental concepts of the public policy discipline. It explains the logic (or the lack of it!) of the Indian State's actions, shortcomings, constraints, and workings. Jargon-free and accessibly written, the book achieves the difficult task of both entertaining and educating. There have been many books about Indian society, but none so far about the Indian state. Missing in Action fills that gap, and how! Kotasthane and Jaitley are two of our finest thinkers, and their writing combines a surgeon's precision with a poet's art of revealing the unseen. They paint both the big picture and the small details. This book is a masterpiece that will be essential reading 50 years from now. If you want to understand India, you should read Missing in Action. Amit Varma, Creator of The Seen and the Unseen Podcast and The India Uncut Blog Missing in Action is a thoroughly engaging, entertaining, and educational book. The book helps readers understand why the Indian State is the way it is-powerful yet ineffective, well-intentioned yet weak, and ambitious yet underperforming. A must-read for everyone! Rohini Nilekani, Philanthropist, Author of Samaaj Sarkaar Bazaar: a citizen-first approach The policy outcomes are the result of the three important forces: society, market and the Government. This wonderful book by Pranay Kotasthane and Raghu S. Jaitley beautifully tells you why and how this happens. Their pedagogical strategy is deceptively simple but very effective. The book has many real-life examples of both policy triumphs and disasters in our country and the authors lucidly explain the how and why. I would urge you to read this remarkably perceptive book that is analytically rich while making the learning ride very enjoyable. Vijay Kelkar, Chairman, Thirteenth Finance Commission and former Finance Secretary, Government of India