Book picks similar to
Ethics and Data Science by Mike Loukides


data-science
ethics
philosophy
stats-coding-maths-and-science

How We Learn: Why Brains Learn Better Than Any Machine . . . for Now


Stanislas Dehaene - 2018
    It seems so ordinary, everyone does it. Actually it's more of a black box, which Dehaene cracks open to reveal the awesome secrets within."--The New York Times Book Review An illuminating dive into the latest science on our brain's remarkable learning abilities and the potential of the machines we program to imitate themThe human brain is an extraordinary learning machine. Its ability to reprogram itself is unparalleled, and it remains the best source of inspiration for recent developments in artificial intelligence. But how do we learn? What innate biological foundations underlie our ability to acquire new information, and what principles modulate their efficiency?In How We Learn, Stanislas Dehaene finds the boundary of computer science, neurobiology, and cognitive psychology to explain how learning really works and how to make the best use of the brain's learning algorithms in our schools and universities, as well as in everyday life and at any age.

Switch: How to Change Things When Change Is Hard


Chip Heath - 2010
    Psychologists have discovered that our minds are ruled by two different systems - the rational mind and the emotional mind - that compete for control. The rational mind wants a great beach body; the emotional mind wants that Oreo cookie. The rational mind wants to change something at work; the emotional mind loves the comfort of the existing routine. This tension can doom a change effort - but if it is overcome, change can come quickly.In Switch, the Heaths show how everyday people - employees and managers, parents and nurses - have united both minds and, as a result, achieved dramatic results:- The lowly medical interns who managed to defeat an entrenched, decades-old medical practice that was endangering patients (see page 242)- The home-organizing guru who developed a simple technique for overcoming the dread of housekeeping (see page 130)- The manager who transformed a lackadaisical customer-support team into service zealots by removing a standard tool of customer service (see page 199)In a compelling, story-driven narrative, the Heaths bring together decades of counterintuitive research in psychology, sociology, and other fields to shed new light on how we can effect transformative change. Switch shows that successful changes follow a pattern, a pattern you can use to make the changes that matter to you, whether your interest is in changing the world or changing your waistline.

Your Brain at Work: Strategies for Overcoming Distraction, Regaining Focus, and Working Smarter All Day Long


David Rock - 2009
    Their lives, like all of ours, are filled with a bewildering blizzard of emails, phone calls, yet more emails, meetings, projects, proposals, and plans. Just staying ahead of the storm has become a seemingly insurmountable task.In this book, we travel inside Emily and Paul's brains as they attempt to sort the vast quantities of information they're presented with, figure out how to prioritize it, organize it and act on it. Fortunately for Emily and Paul, they're in good hands: David Rock knows how the brain works-and more specifically, how it works in a work setting. Rock shows how it's possible for Emily and Paul, and thus the reader, not only to survive in today's overwhelming work environment but succeed in it-and still feel energized and accomplished at the end of the day.YOUR BRAIN AT WORK explores issues such as:- why our brains feel so taxed, and how to maximize our mental resources- why it's so hard to focus, and how to better manage distractions- how to maximize your chance of finding insights that can solve seemingly insurmountable problems- how to keep your cool in any situation, so that you can make the best decisions possible- how to collaborate more effectively with others- why providing feedback is so difficult, and how to make it easier- how to be more effective at changing other people's behavior

Why We Do What We Do: Understanding Self-Motivation


Edward L. Deci - 1995
    But is this the most effective method of motivation? No, says psychologist Edward L. Deci, who challenges traditional thinking and shows that this method actually works against performance. The best way to motivate people—at school, at work, or at home—is to support their sense of autonomy. Explaining the reasons why a task is important and then allowing as much personal freedom as possible in carrying out the task will stimulate interest and commitment, and is a much more effective approach than the standard system of reward and punishment. We are all inherently interested in the world, argues Deci, so why not nurture that interest in each other? Instead of asking, "How can I motivate people?" we should be asking, "How can I create the conditions within which people will motivate themselves?""An insightful and provocative meditation on how people can become more genuinely engaged and succesful in pursuing their goals." —Publisher's Weekly

How Would You Move Mount Fuji? Microsoft's Cult of the Puzzle--How the World's Smartest Companies Select the Most Creative Thinkers


William Poundstone - 2003
    For the first time, William Poundstone reveals the toughest questions used at Microsoft and other Fortune 500 companies -- and supplies the answers. He traces the rise and controversial fall of employer-mandated IQ tests, the peculiar obsessions of Bill Gates (who plays jigsaw puzzles as a competitive sport), the sadistic mind games of Wall Street (which reportedly led one job seeker to smash a forty-third-story window), and the bizarre excesses of today's hiring managers (who may start off your interview with a box of Legos or a game of virtual Russian roulette). How Would You Move Mount Fuji? is an indispensable book for anyone in business. Managers seeking the most talented employees will learn to incorporate puzzle interviews in their search for the top candidates. Job seekers will discover how to tackle even the most brain-busting questions, and gain the advantage that could win the job of a lifetime. And anyone who has ever dreamed of going up against the best minds in business may discover that these puzzles are simply a lot of fun. Why are beer cans tapered on the end, anyway?

Technology Matters: Questions to Live with


David E. Nye - 2006
    This book addresses questions such as: can we define technology? Does technology shape us, or do we shape it? Is technology inevitable or unpredictable?

The Age of Spiritual Machines: When Computers Exceed Human Intelligence


Ray Kurzweil - 1998
    Now he offers a framework for envisioning the twenty-first century--an age in which the marriage of human sensitivity and artificial intelligence fundamentally alters and improves the way we live. Kurzweil's prophetic blueprint for the future takes us through the advances that inexorably result in computers exceeding the memory capacity and computational ability of the human brain by the year 2020 (with human-level capabilities not far behind); in relationships with automated personalities who will be our teachers, companions, and lovers; and in information fed straight into our brains along direct neural pathways. Optimistic and challenging, thought-provoking and engaging, The Age of Spiritual Machines is the ultimate guide on our road into the next century.

Numsense! Data Science for the Layman: No Math Added


Annalyn Ng - 2017
    Sold in over 85 countries and translated into more than 5 languages.---------------Want to get started on data science?Our promise: no math added.This book has been written in layman's terms as a gentle introduction to data science and its algorithms. Each algorithm has its own dedicated chapter that explains how it works, and shows an example of a real-world application. To help you grasp key concepts, we stick to intuitive explanations and visuals.Popular concepts covered include:- A/B Testing- Anomaly Detection- Association Rules- Clustering- Decision Trees and Random Forests- Regression Analysis- Social Network Analysis- Neural NetworksFeatures:- Intuitive explanations and visuals- Real-world applications to illustrate each algorithm- Point summaries at the end of each chapter- Reference sheets comparing the pros and cons of algorithms- Glossary list of commonly-used termsWith this book, we hope to give you a practical understanding of data science, so that you, too, can leverage its strengths in making better decisions.

Think Like a Freak


Steven D. Levitt - 2014
    Then came SuperFreakonomics, a documentary film, an award-winning podcast, and more.Now, with Think Like a Freak, Steven D. Levitt and Stephen J. Dubner have written their most revolutionary book yet. With their trademark blend of captivating storytelling and unconventional analysis, they take us inside their thought process and teach us all to think a bit more productively, more creatively, more rationally—to think, that is, like a Freak.Levitt and Dubner offer a blueprint for an entirely new way to solve problems, whether your interest lies in minor lifehacks or major global reforms. As always, no topic is off-limits. They range from business to philanthropy to sports to politics, all with the goal of retraining your brain. Along the way, you’ll learn the secrets of a Japanese hot-dog-eating champion, the reason an Australian doctor swallowed a batch of dangerous bacteria, and why Nigerian e-mail scammers make a point of saying they’re from Nigeria.Some of the steps toward thinking like a Freak:First, put away your moral compass—because it’s hard to see a problem clearly if you’ve already decided what to do about it.Learn to say “I don’t know”—for until you can admit what you don’t yet know, it’s virtually impossible to learn what you need to.Think like a child—because you’ll come up with better ideas and ask better questions.Take a master class in incentives—because for better or worse, incentives rule our world.Learn to persuade people who don’t want to be persuaded—because being right is rarely enough to carry the day.Learn to appreciate the upside of quitting—because you can’t solve tomorrow’s problem if you aren’t willing to abandon today’s dud.Levitt and Dubner plainly see the world like no one else. Now you can too. Never before have such iconoclastic thinkers been so revealing—and so much fun to read.

Rest: Why You Get More Done When You Work Less


Alex Soojung-Kim Pang - 2016
    Rest is something to do when the important things are done-but they are never done. Looking at different forms of rest, from sleep to vacation, Silicon Valley futurist and business consultant Alex Soojung-Kim Pang dispels the myth that the harder we work the better the outcome. He combines rigorous scientific research with a rich array of examples of writers, painters, and thinkers---from Darwin to Stephen King---to challenge our tendency to see work and relaxation as antithetical. "Deliberate rest," as Pang calls it, is the true key to productivity, and will give us more energy, sharper ideas, and a better life. Rest offers a roadmap to rediscovering the importance of rest in our lives, and a convincing argument that we need to relax more if we actually want to get more done.

Insanely Simple: The Obsession That Drives Apple's Success


Ken Segall - 2012
    It was also a weapon.Simplicity isn’t just a design principle at Apple—it’s a value that permeates every level of the organization. The obsession with Simplicity is what separates Apple from other technology companies. It’s what helped Apple recover from near death in 1997 to become the most valuable company on Earth in 2011.Thanks to Steve Jobs’s uncompromising ways, you can see Simplicity in everything Apple does: the way it’s structured, the way it innovates, and the way it speaks to its customers.It’s by crushing the forces of Complexity that the company remains on its stellar trajectory.As ad agency creative director, Ken Segall played a key role in Apple’s resurrection, helping to create such critical marketing campaigns as Think different. By naming the iMac, he also laid the foundation for naming waves of i-products to come.Segall has a unique perspective, given his years of experience creating campaigns for other iconic tech companies, including IBM, Intel, and Dell. It was the stark contrast of Apple’s ways that made Segall appreciate the power of Simplicity—and inspired him to help others benefit from it.In Insanely Simple, you’ll be a fly on the wall inside a conference room with Steve Jobs, and on the receiving end of his midnight phone calls. You’ll understand how his obsession with Simplicity helped Apple perform better and faster, sometimes saving millions in the process. You’ll also learn, for example, how to:• Think Minimal: Distilling choices to a minimum brings clarity to a company and its customers—as Jobs proved when he replaced over twenty product models with a lineup of four.• Think Small: Swearing allegiance to the concept of “small groups of smart people” raises both morale and productivity.• Think Motion: Keeping project teams in constant motion focuses creative thinking on well-defined goals and minimizes distractions.• Think Iconic: Using a simple, powerful image to symbolize the benefit of a product or idea creates a deeper impression in the minds of customers.• Think War: Giving yourself an unfair advantage—using every weapon at your disposal—is the best way to ensure that your ideas survive unscathed.Segall brings Apple’s quest for Simplicity to life using fascinating (and previously untold) stories from behind the scenes. Through his insight and wit, you’ll discover how companies that leverage this power can stand out from competitors—and individuals who master it can become critical assets to their organizations.

Here Comes Everybody: The Power of Organizing Without Organizations


Clay Shirky - 2008
    'Here Comes Everybody' is an examination of how the spread of new forms of social interaction enabled by technology is changing the way humans form and exist within groups, with profound long-term economic and social effects, for good and for ill.

Robot-Proof: Higher Education in the Age of Artificial Intelligence


Joseph E. Aoun - 2017
    Robots can climb stairs, open doors, win Jeopardy, analyze stocks, work in factories, find parking spaces, advise oncologists. In the past, automation was considered a threat to low-skilled labor. Now, many high-skilled functions, including interpreting medical images, doing legal research, and analyzing data, are within the skill sets of machines. How can higher education prepare students for their professional lives when professions themselves are disappearing? In Robot-Proof, Northeastern University president Joseph Aoun proposes a way to educate the next generation of college students to invent, to create, and to discover--to fill needs in society that even the most sophisticated artificial intelligence agent cannot.A "robot-proof" education, Aoun argues, is not concerned solely with topping up students' minds with high-octane facts. Rather, it calibrates them with a creative mindset and the mental elasticity to invent, discover, or create something valuable to society--a scientific proof, a hip-hop recording, a web comic, a cure for cancer. Aoun lays out the framework for a new discipline, humanics, which builds on our innate strengths and prepares students to compete in a labor market in which smart machines work alongside human professionals. The new literacies of Aoun's humanics are data literacy, technological literacy, and human literacy. Students will need data literacy to manage the flow of big data, and technological literacy to know how their machines work, but human literacy--the humanities, communication, and design--to function as a human being. Life-long learning opportunities will support their ability to adapt to change.The only certainty about the future is change. Higher education based on the new literacies of humanics can equip students for living and working through change.

Presentation Zen: Simple Ideas on Presentation Design and Delivery


Garr Reynolds - 2007
    Presentation Zen challenges the conventional wisdom of making "slide presentations" in today’s world and encourages you to think differently and more creatively about the preparation, design, and delivery of your presentations. Garr shares lessons and perspectives that draw upon practical advice from the fields of communication and business. Combining solid principles of design with the tenets of Zen simplicity, this book will help you along the path to simpler, more effective presentations.--back cover

Transitions: Making Sense of Life's Changes


William Bridges - 2004
    Since Transitions was first published, this supportive guide has helped hundreds of thousands of readers cope with these issues by providing an elegantly simple yet profoundly insightful roadmap of the transition process. With the understanding born of both personal and professional experience, William Bridges takes readers step by step through the three stages of any transition: The Ending, The Neutral Zone, and, eventually, The New Beginning. Bridges explains how each stage can be understood and embraced, leading to meaningful and productive movement into a hopeful future. With a new introduction highlighting how the advice in the book continues to apply and is perhaps even more relevant today, and a new chapter devoted to change in the workplace, Transitions will remain the essential guide for coping with the one constant in life: change.