This concise introduction shows you how to perform statistical analysis computationally, rather than mathematically, with programs written in Python.You'll work with a case study throughout the book to help you learn the entire data analysis process—from collecting data and generating statistics to identifying patterns and testing hypotheses. Along the way, you'll become familiar with distributions, the rules of probability, visualization, and many other tools and concepts.Develop your understanding of probability and statistics by writing and testing codeRun experiments to test statistical behavior, such as generating samples from several distributionsUse simulations to understand concepts that are hard to grasp mathematicallyLearn topics not usually covered in an introductory course, such as Bayesian estimationImport data from almost any source using Python, rather than be limited to data that has been cleaned and formatted for statistics toolsUse statistical inference to answer questions about real-world data

    Tracy Kidder got a preview of this world in the late 1970s when he observed the engineers of Data General design and build a new 32-bit minicomputer in just one year. His thoughtful, prescient book, The Soul of a New Machine, tells stories of 35-year-old "veteran" engineers hiring recent college graduates and encouraging them to work harder and faster on complex and difficult projects, exploiting the youngsters' ignorance of normal scheduling processes while engendering a new kind of work ethic.These days, we are used to the "total commitment" philosophy of managing technical creation, but Kidder was surprised and even a little alarmed at the obsessions and compulsions he found. From in-house political struggles to workers being permitted to tease management to marathon 24-hour work sessions, The Soul of a New Machine explores concepts that already seem familiar, even old-hat, less than 20 years later. Kidder plainly admires his subjects; while he admits to hopeless confusion about their work, he finds their dedication heroic. The reader wonders, though, what will become of it all, now and in the future. —Rob Lightner

    The glory days of the Apollo space program. NASA send Commander Jim Lovell and two other astronauts on America's fifth mission to the moon.Only fifty-five hours into the flight, disaster strikes. A mysterious explosion rocks the ship. Its oxygen and power begin draining away. Lovell and his crew watch as the cockpit grows darker, the air grows thinner, and the instruments wink out one by one.In this tale of astonishing courage, brilliant improvisation and thrilling adventure, the reader is transported right into the capsule during one of the worst disasters in the history of space exploration.

    A basic idea that proved elusive for hundreds of years and bent the minds of the greatest thinkers in the world, the algorithm is what made the modern world possible. Without the algorithm, there would have been no computer, no Internet, no virtual reality, no e-mail, or any other technological advance that we rely on every day.In The Advent of the Algorithm, David Berlinski combines science, history, and math to explain and explore the intriguing story of how the algorithm was finally discovered by a succession of mathematicians and logicians, and how this paved the way for the digital age. Beginning with Leibniz and culminating in the middle of the twentieth century with the groundbreaking work of Gödel and Turing, The Advent of the Algorithm is an epic tale told with clarity and imaginative brilliance.

    Along the way, we encounter black holes, turtles, snakes, dragons, axe-sharpening, and yak-shaving—and take a guided tour through the theories and methods, both brilliant and misguided, that litter the history of software development, from the famous ‘mythical man-month’ to Extreme Programming. Not just for technophiles but for anyone captivated by the drama of invention, Dreaming in Code offers a window into both the information age and the workings of the human mind.

    Middle age saw the man who described himself as "pas très Juif" blossoming out as a standard-bearer for Zionism. He passionately indulged in pacifism, and as passionately rejected it when Hitler began to show, unbelievably to most reasonable men, that he really meant what he said about the Jews and the master race. Throughout it all, Einstein stuck to the job at hand, as determined to squeeze the next fact out of Nature as a businessman intent on turning millions into billions.Ronald W. Clark has drawn an extraordinarily moving portrait of a man who was one of the great tragic figures of our time. It is the picture of a man who while still young abandoned much of life with the passion of the convinced monastic, and who was thrust back into it by the unobliging pressures of history. And in science the greatest physicist of three centuries, or possibly of them all, found himself after middle age pushed by the advance of quantum mechanics into a backwater, "a genuine old museum-piece," as he himself wrote.The life of Albert Einstein has been brought into brilliant focus by Ronald W. Clark's deeply significant and compassionate biography. Mr. Clark has drawn on a immense amount of new material. But he has never lost sight of the man who was one of the greatest contradictions of out times: the German who hated the Germans; the pacifist who changed his mind; the ambivalent Zionist who was asked to head the Israeli state; the physicist who believed in God."A fascinating description of the career and substance of a genius." -- Christian Science Monitor"A nonscientific reader will gain a real and imaginative impression of Einsteinian physicsA remarkable feat. Read the book. It is well worth it." -- C.P. Snow, Life"An adventure of the intellect, challenging and absorbing." -- Vancouver Sun"Applauded for its precision as well as its perception." -- Chicago Tribune"Clark not only brings Einstein alive, but also the scientific and intellectual issues." -- Los Angeles Times"Encyclopedic! Vivid and readable." -- New York Times Book Review

    It is a ‘ must’ book for those in every branch of science . . . in addition, economists, politicians, statesmen, and businessmen cannot afford to overlook cybernetics and its tremendous, even terrifying implications. "It is a beautifully written book, lucid, direct, and despite its complexity, as readable by the layman as the trained scientist." -- John B. Thurston, "The Saturday Review of Literature" Acclaimed one of the "seminal books . . . comparable in ultimate importance to . . . Galileo or Malthus or Rousseau or Mill," "Cybernetics" was judged by twenty-seven historians, economists, educators, and philosophers to be one of those books published during the "past four decades", which may have a substantial impact on public thought and action in the years ahead." -- Saturday Review

    His assignment is to program the complex lunar landing phase in the Lunar Module's onboard computer. As he masters his art the reader learns about the computer, the mission, and a bit about spacecraft navigation and meets a cast of interesting characters along the way. As Apollo 11 approaches, the author flies lunar landings in simulators and meets the astronauts who will fly the LM for real. He explains the computer alarms that almost prevented Neil Armstrong from landing and describes a narrow escape from another dangerous problem. He helps Pete Conrad achieve a pinpoint landing on Apollo 12, and works with Apollo 16 commander John Young on a technique for landing even more precisely. On Apollo 14 he devises a workaround when a faulty pushbutton threatens Alan Shepard's mission, earning a NASA award, a story in Rolling Stone, and a few lines in the history books. Along the way the author hits the high points of his eclectic personal life, as he enters adulthood in the 1960s. He writes for students of the Apollo project, for whom the development of the flight software is still largely unexplored territory, but also for the young coders of the current digital culture, who will get the author's observations on the art of programming and who may identify as he explores sex, drugs, and the other excitements of the era. The underlying thesis is that the American space program in the 1960s was successful not in spite of, but in large measure because of the idealism, the freedom of thought, and the sense of exploration, inner and outer, that prevailed in the culture during that period. The memoir concludes in a party atmosphere at the spectacular night launch of Apollo 17 before a glittery crowd an occasion that marked the high water mark, so far, of human space exploration.

    In his classic The Age of Spiritual Machines, he argued that computers would soon rival the full range of human intelligence at its best. Now he examines the next step in this inexorable evolutionary process: the union of human and machine, in which the knowledge and skills embedded in our brains will be combined with the vastly greater capacity, speed, and knowledge-sharing ability of our creations.

    An inventive blend of autobiography, science writing, philosophy, and advice, this book tells the wild story of his personal and professional life as a scientist, from his childhood in the UFO territory of New Mexico, to the loss of his mother, the founding of the first start-up, and finally becoming a world-renowned technological guru. Understanding virtual reality as being both a scientific and cultural adventure, Lanier demonstrates it to be a humanistic setting for technology. While his previous books offered a more critical view of social media and other manifestations of technology, in this book he argues that virtual reality can actually make our lives richer and fuller. Dawn of the New Everything is ultimately a look at what it means to be human at a moment of unprecedented technological possibility, giving readers a new perspective on how the brain and body connect to the world.

    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.

    Charles Pellegrino’s scientific authority and close relationship with the A-bomb’s survivors make his account the most gripping and authoritative ever written.** At the narrative’s core are eyewitness accounts of those who experienced the atomic explosions firsthand—the Japanese civilians on the ground and the American flyers in the air. Thirty people are known to have fled Hiroshima for Nagasaki—where they arrived just in time to survive the second bomb. One of them, Tsutomu Yamaguchi, is the only person who experienced the full effects of the cataclysm at ground zero both times. The second time, the blast effects were diverted around the stairwell in which Yamaguchi had been standing, placing him and a few others in a shock coccoon that offered protection, while the entire building disappeared around them.Pellegrino weaves spellbinding stories together within an illustrated narrative that challenges the “official report,” showing exactly what happened in Hiroshima and Nagasaki—and why. **As of Mar 2010, the publisher is discontinuing publication of the book due to issues with its veracity. "Publisher Henry Holt and Company, said that author Charles Pellegrino "was not able to answer" concerns about "The Last Train from Hiroshima," including whether two men mentioned in the book actually existed...Doubts were first raised about the book a week ago after Pellegrino acknowledged that one of his interview subjects had falsely claimed to be on one of the planes accompanying the Enola Gay, from which an atom bomb was dropped by the United States on Hiroshima in 1945. Holt had initially promised to send a corrected edition.But further doubts about the book emerged. The publisher was unable to determine the existence of a Father Mattias (the first name is not given) who supposedly lived in Hiroshima at the time of the bombing, and John MacQuitty, identified as a Jesuit scholar presiding over Mattias' funeral.Pellegrino's own background was also questioned. He sometimes refers to himself as Dr. Pellegrino, and his Web site lists him as receiving a Ph.D. in 1982 from Victoria University of Wellington, New Zealand. But in response to a query from the AP, the school said it had no proof that Pellegrino had such a degree."

    Though a massive 150-man dragnet is launched, the case remains unsolved. Three years later the killer strikes again, raping and strangling teenager Dawn Ashforth only a stone's throw from where Lynda was so brutally murdered. But it will take four years, a scientific breakthrough, the largest manhunt in British crime annals, and the blooding of more than four thousand men before the real killer is found.

    Jill Lepore, best-selling author of These Truths, came across the company’s papers in MIT’s archives and set out to tell this forgotten history, the long-lost backstory to the methods, and the arrogance, of Silicon Valley.Founded in 1959 by some of the nation’s leading social scientists—“the best and the brightest, fatally brilliant, Icaruses with wings of feathers and wax, flying to the sun”—Simulmatics proposed to predict and manipulate the future by way of the computer simulation of human behavior. In summers, with their wives and children in tow, the company’s scientists met on the beach in Long Island under a geodesic, honeycombed dome, where they built a “People Machine” that aimed to model everything from buying a dishwasher to counterinsurgency to casting a vote. Deploying their “People Machine” from New York, Washington, Cambridge, and even Saigon, Simulmatics’ clients included the John F. Kennedy presidential campaign, the New York Times, the Department of Defense, and dozens of major manufacturers: Simulmatics had a hand in everything from political races to the Vietnam War to the Johnson administration’s ill-fated attempt to predict race riots. The company’s collapse was almost as rapid as its ascent, a collapse that involved failed marriages, a suspicious death, and bankruptcy. Exposed for false claims, and even accused of war crimes, it closed its doors in 1970 and all but vanished. Until Lepore came across the records of its remains.The scientists of Simulmatics believed they had invented “the A-bomb of the social sciences.” They did not predict that it would take decades to detonate, like a long-buried grenade. But, in the early years of the twenty-first century, that bomb did detonate, creating a world in which corporations collect data and model behavior and target messages about the most ordinary of decisions, leaving people all over the world, long before the global pandemic, crushed by feelings of helplessness. This history has a past; If Then is its cautionary tale.

    In Ray, North Dakota, a young farm girl named Mary Sherman was attending high school. In an age when girls rarely dreamed of a career in science, Mary wanted to be a chemist. A decade later the dreams of these two disparate individuals would coalesce in ways neither could have imagined. World War II and the Cold War space race with the Russians changed the fates of both von Braun and Mary Sherman Morgan. When von Braun and other top engineers could not find a solution to the repeated failures that plagued the nascent U.S. rocket program, North American Aviation, where Sherman Morgan then worked, was given the challenge. Recognizing her talent for chemistry, company management turned the assignment over to young Mary. In the end, America succeeded in launching rockets into space, but only because of the joint efforts of the brilliant farm girl from North Dakota and the famous German scientist. While von Braun went on to become a high-profile figure in NASA's manned space flight, Mary Sherman Morgan and her contributions fell into obscurity--until now.