In this practical guide, data strategy consultant Max Shron shows you how to put the why before the how, through an often-overlooked set of analytical skills.Thinking with Data helps you learn techniques for turning data into knowledge you can use. You’ll learn a framework for defining your project, including the data you want to collect, and how you intend to approach, organize, and analyze the results. You’ll also learn patterns of reasoning that will help you unveil the real problem that needs to be solved.Learn a framework for scoping data projectsUnderstand how to pin down the details of an idea, receive feedback, and begin prototypingUse the tools of arguments to ask good questions, build projects in stages, and communicate resultsExplore data-specific patterns of reasoning and learn how to build more useful argumentsDelve into causal reasoning and learn how it permeates data workPut everything together, using extended examples to see the method of full problem thinking in action

    The award-winning author Melanie Mitchell, a leading computer scientist, now reveals AI’s turbulent history and the recent spate of apparent successes, grand hopes, and emerging fears surrounding it.In Artificial Intelligence, Mitchell turns to the most urgent questions concerning AI today: How intelligent—really—are the best AI programs? How do they work? What can they actually do, and when do they fail? How humanlike do we expect them to become, and how soon do we need to worry about them surpassing us? Along the way, she introduces the dominant models of modern AI and machine learning, describing cutting-edge AI programs, their human inventors, and the historical lines of thought underpinning recent achievements. She meets with fellow experts such as Douglas Hofstadter, the cognitive scientist and Pulitzer Prize–winning author of the modern classic Gödel, Escher, Bach, who explains why he is “terrified” about the future of AI. She explores the profound disconnect between the hype and the actual achievements in AI, providing a clear sense of what the field has accomplished and how much further it has to go.Interweaving stories about the science of AI and the people behind it, Artificial Intelligence brims with clear-sighted, captivating, and accessible accounts of the most interesting and provocative modern work in the field, flavored with Mitchell’s humor and personal observations. This frank, lively book is an indispensable guide to understanding today’s AI, its quest for “human-level” intelligence, and its impact on the future for us all.

    It explains what makes some graphs succeed while others fail, how to make high-quality figures from data using powerful and reproducible methods, and how to think about data visualization in an honest and effective way.Data Visualization builds the reader's expertise in ggplot2, a versatile visualization library for the R programming language. Through a series of worked examples, this accessible primer then demonstrates how to create plots piece by piece, beginning with summaries of single variables and moving on to more complex graphics. Topics include plotting continuous and categorical variables; layering information on graphics; producing effective "small multiple" plots; grouping, summarizing, and transforming data for plotting; creating maps; working with the output of statistical models; and refining plots to make them more comprehensible.Effective graphics are essential to communicating ideas and a great way to better understand data. This book provides the practical skills students and practitioners need to visualize quantitative data and get the most out of their research findings.Provides hands-on instruction using R and ggplot2Shows how the "tidyverse" of data analysis tools makes working with R easier and more consistentIncludes a library of data sets, code, and functions

    Throughout, the emphasis is on promoting a plain English style. This little book can help you communicate more effectively by showing you how to enliven your sentences.

    Author Mike Rohde shows you how to incorporate sketchnoting techniques into your note-taking process--regardless of your artistic abilities--to help you better process the information that you are hearing and seeing through drawing, and to actually have fun taking notes. The Sketchnote Handbook explains and illustrates practical sketchnote techniques for taking visual notes at your own pace as well as in real time during meetings and events. Rhode also addresses most people's fear of drawing by showing, step-by-step, how to quickly draw people, faces, type, and simple objects for effective and fast sketchnoting. The book looks like a peek into the author's private sketchnote journal, but it functions like a beginner's guide to sketchnoting with easy-to-follow instructions for drawing out your notes that will leave you itching to attend a meeting just so you can draw about it.

    This eerie chronology ventures right to the borderlines of science and sheds light into the darkness. Here, topics as wide ranging as the Maya death gods, golems, and séances sit side by side with entries on zombies and quantum immortality. With the turn of every page, readers will encounter beautiful artwork, along with unexpected insights about death and what may lie beyond.

    “Anchored by data and aromatized by anecdotes, [Rosin] concludes that women are gaining the upper hand." – The Washington Post Men have been the dominant sex since, well, the dawn of mankind. But Hanna Rosin was the first to notice that this long-held truth is, astonishingly, no longer true. Today, by almost every measure, women are no longer gaining on men: They have pulled decisively ahead. And “the end of men”—the title of Rosin’s Atlantic cover story on the subject—has entered the lexicon as dramatically as Betty Friedan’s “feminine mystique,” Simone de Beauvoir’s “second sex,” Susan Faludi’s “backlash,” and Naomi Wolf’s “beauty myth” once did. In this landmark book, Rosin reveals how our current state of affairs is radically shifting the power dynamics between men and women at every level of society, with profound implications for marriage, sex, children, work, and more. With wide-ranging curiosity and insight unhampered by assumptions or ideology, Rosin shows how the radically different ways men and women today earn, learn, spend, couple up—even kill—has turned the big picture upside down. And in The End of Men she helps us see how, regardless of gender, we can adapt to the new reality and channel it for a better future.

    Some are paid well for their work, others not at all; some found their paths at a very young age, others later in life; many overcame great odds or upturned their lives in order to pursue what matters to them. These stories were collected over the past two years as part of a national outreach campaign, a first for StoryCorps, and most have never been published or broadcast until now.We meet a man from the barreros of Texas whose harrowing experiences in a family of migrant farmers inspired him to become a public defender. We meet a longtime waitress who takes pride in making regulars and newcomers alike feel at home in her Nashville diner. We meet a young man on the South Side of Chicago who became a teacher in order to help at-risk teenagers like the ones who killed his father get on the right track. We meet a woman from Little Rock who volunteers to help former inmates gain the skills and confidence they need to rejoin the workforce. Together they demonstrate how work can be about much more than just making a living, that chasing dreams and finding inspiration in unexpected places can transform a vocation into a calling. Their shared sense of passion, honor, and commitment brings deeper meaning and satisfaction to every aspect of their lives. An essential contribution to the beloved StoryCorps collection, Callings is an inspiring tribute to rewarding work and the American pursuit of happiness.

    It’s everywhere we look, but seldom seen—until now. Found in Translation reveals the surprising and complex ways that translation shapes the world. Covering everything from holy books to hurricane warnings and poetry to peace treaties, Nataly Kelly and Jost Zetzsche offer language lovers and pop culture fans alike an insider’s view of the ways in which translation spreads culture, fuels the global economy, prevents wars, and stops the outbreak of disease. Examples include how translation plays a key role at Google, Facebook, NASA, the United Nations, the Olympics, and more.

    In the 1970s, Pollack had excelled as one of Yale’s first two women to earn a bachelor of science degree in physics. But, isolated, lacking in confidence, and starved for encouragement, she abandoned her lifelong dream of becoming a theoretical physicist. Years later, she thought back on her experiences and wondered what had changed in the intervening decades, and what challenges remained. Based on six years of interviewing dozens of teachers and students and reviewing studies on gender bias, The Only Woman in the Room is an illuminating exploration of the cultural, social, psychological, and institutional barriers confronting women in the STEM disciplines. Pollack brings to light the struggles that women in the sciences are often hesitant to admit and provides hope that changing attitudes and behaviors can bring more women into fields in which they remain, to this day, seriously underrepresented.Eileen Pollack is the author of the novels Breaking and Entering (a New York Times Editor’s Choice selection) and Paradise, New York, as well as two collections of short fiction, an award-winning book of nonfiction, and two creative-nonfiction textbooks. Her work has appeared in Best American Essays and Best American Short Stories. She is a professor on the faculty of the Helen Zell MFA Program in Creative Writing at the University of Michigan. She divides her time between Manhattan and Ann Arbor, Michigan.

    Includes a poster of Theodore Gray's iconic photographic periodic table of the elements! Based on seven years of research and photography by Theodore Gray and Nick Mann, The Elements presents the most complete and visually arresting representation available to the naked eye of every atom in the universe. Organized sequentially by atomic number, every element is represented by a big beautiful photograph that most closely represents it in its purest form. Several additional photographs show each element in slightly altered forms or as used in various practical ways. Also included are fascinating stories of the elements, as well as data on the properties of each, including atomic number, atomic symbol, atomic weight, density, atomic radius, as well as scales for electron filling order, state of matter, and an atomic emission spectrum. This of solid science and stunning artistic photographs is the perfect gift book for every sentient creature in the universe.

    But they've often been hidden in plain sight, their inventions and contributions touching our lives in ways we don't even realize.Author Claire L. Evans finally gives these unsung female heroes their due with her social history of the Broad Band, the women who made the internet what it is today. Learn from Ada Lovelace, the daughter of Lord Byron, who wove numbers into the first program for a mechanical computer in 1842. Seek inspiration from Grace Hopper, the tenacious mathematician who democratized computing by leading the charge for machine-independent programming languages after World War II. Meet Elizabeth "Jake" Feinler, the one-woman Google who kept the earliest version of the Internet online, and Stacy Horn, who ran one of the first-ever social networks on a shoestring out of her New York City apartment in the 1980s. Evans shows us how these women built and colored the technologies we can't imagine life without.Join the ranks of the pioneers who defied social convention and the longest odds to become database poets, information-wranglers, hypertext dreamers, and glass ceiling-shattering dot com-era entrepreneurs.

    His job no longer existed. "I think they just want to hire younger people," his boss at Newsweek told him. Fifty years old and with a wife and two young kids, Dan was, in a word, screwed. Then an idea hit. Dan had long reported on Silicon Valley and the tech explosion. Why not join it? HubSpot, a Boston start-up, was flush with $100 million in venture capital. They offered Dan a pile of stock options for the vague role of "marketing fellow." What could go wrong? HubSpotters were true believers: They were making the world a better place ... by selling email spam. The office vibe was frat house meets cult compound: The party began at four thirty on Friday and lasted well into the night; "shower pods" became hook-up dens; a push-up club met at noon in the lobby, while nearby, in the "content factory," Nerf gun fights raged. Groups went on "walking meetings," and Dan's absentee boss sent cryptic emails about employees who had "graduated" (read: been fired). In the middle of all this was Dan, exactly twice the age of the average HubSpot employee, and literally old enough to be the father of most of his co-workers, sitting at his desk on his bouncy-ball "chair."Mixed in with Lyons's uproarious tale of his rise and fall at Hubspot is a trenchant analysis of the start-up world, a de facto conspiracy between those who start companies and those who fund them, a world where bad ideas are rewarded with hefty investments, where companies blow money lavishing perks on their post-collegiate workforces, and where everybody is trying to hang on just long enough to reach an IPO and cash out. With a cast of characters that includes devilish angel investors, fad-chasing venture capitalists, entrepreneurs and "wantrapreneurs," bloggers and brogrammers, social climbers and sociopaths, Disrupted is a gripping and definitive account of life in the (second) tech bubble.

    But real estate agents and home buyers should also study it because of the valuable insights offered by a longtime, very successful real estate broker. On my scale of one to 10, this superb book rates an off-the-chart 12." --Robert Bruss You've probably seen TV shows like Flip This House and Flip That House, in which Real estate investors buy, renovate, and sell a house in a matter of weeks for tens of thousands of dollars in profit. They make flipping houses look so easy that you want to jump out of your recliner (during the next commercial, of course), run down the street, find a house for sale, flip it for a 50 percent profit, and run back home to continue watching the show.I, Ralph Roberts, have flipped hundreds of houses, and it's never as easy as it looks on TV. People don't generally line up at your front door begging you to buy their house for 30-50 percent below market value. Renovation expenses always exceed estimates. And you can't always sell a house for what you think it's worth.Flipping houses for a profit requires time, money, and what I like to call sticktoitism--dogged determination in the face of overwhelming uncertainty.Not just another house flipping bookYou can find plenty of books about flipping houses that claim "anyone can do it" and make flipping look easy and risk-free. Flipping Houses For Dummies takes a different approach--honesty. We don't claim that flipping houses is "easy" or "simple" or "risk-free," because, quite frankly, it isn't.Flipping Houses For Dummies reveals the risks and rewards of flipping properties; helps you determine whether you have the time, energy, cash, and other resources to be successful; and then conveys the expert knowledge that those who wish to pursue house flipping need in order to minimize risk and maximize potential profits in a very competitive market. Did you know?Most books on flipping houses gloss over the key factors that that make or break the novice house flipper. These are the very items we focus on in Flipping Houses For Dummies. For example, did you know:You should secure financing before you look at houses. As a flipper, you want dontwanners--houses that the owners obviously don't want. You make your profit when you buy the property. You realize your profit when you sell. Always plan on earning at least 20 percent after your total investment--purchase price, repairs and renovations, real estate agent commissions, and holding costs (monthly mortgage payments, insurance, property taxes, and utilities). Working with a top-notch real estate agent can save you thousands of dollars more than what you pay in commissions. You should choose a limited geographical area to work and then become an expert on the houses and property values in that area. Your goal when renovating a home should be to bring the property up to market standards, not exceed them. A flipping book for real people Flipping Houses For Dummies speaks to the mom and pop investor, steering you clear of the gray areas, which tend to carry high-risks and low-returns, into safer, more potentially profitable areas. We encourage you invest in your comfort zone and take on bigger, riskier projects with higher profit potential only when you're ready.In Flipping Houses For Dummies we stress that the first flip is the most important one, and we take the guesswork out of the first transaction, to lead you through a positive first experience on which to build a promising real estate investment portfolio.Flipping Houses For Dummies provides plenty of examples of successful and not-so-successful property flips, presenting the total investment (in time and money), the work involved, and the net profit. Before-and-after photos visually illustrate the positive transformations from run-down-shacks to showcase homes.

    Why is glass see-through? What makes elastic stretchy? Why does a paper clip bend? Why does any material look and behave the way it does? These are the sorts of questions that Mark Miodownik a globally-renowned materials scientist has spent his life exploring In this book he examines the materials he encounters in a typical morning, from the steel in his razor and the graphite in his pencil to the foam in his sneakers and the concrete in a nearby skyscraper.