It is the basis for a new approach to artificial intelligence that aims to program computers to use example data or past experience to solve a given problem. In this volume in the MIT Press Essential Knowledge series, Ethem Alpayd�n offers a concise and accessible overview of the new AI. This expanded edition offers new material on such challenges facing machine learning as privacy, security, accountability, and bias. Alpayd�n, author of a popular textbook on machine learning, explains that as Big Data has gotten bigger, the theory of machine learning--the foundation of efforts to process that data into knowledge--has also advanced. He describes the evolution of the field, explains important learning algorithms, and presents example applications. He discusses the use of machine learning algorithms for pattern recognition; artificial neural networks inspired by the human brain; algorithms that learn associations between instances; and reinforcement learning, when an autonomous agent learns to take actions to maximize reward. In a new chapter, he considers transparency, explainability, and fairness, and the ethical and legal implications of making decisions based on data.

    But this high-level language is relatively difficult to master, even if you already know the C programming language.The 2nd edition of Practical C++ Programming is a complete introduction to the C++ language for programmers who are learning C++. Reflecting the latest changes to the C++ standard, this 2nd edition takes a useful down-to-earth approach, placing a strong emphasis on how to design clean, elegant code.In short, to-the-point chapters, all aspects of programming are covered including style, software engineering, programming design, object-oriented design, and debugging. It also covers common mistakes and how to find (and avoid) them. End of chapter exercises help you ensure you've mastered the material.Practical C++ Programming thoroughly covers: C++ Syntax Coding standards and style Creation and use of object classes Templates Debugging and optimization Use of the C++ preprocessor File input/output Steve Oualline's clear, easy-going writing style and hands-on approach to learning make Practical C++ Programming a nearly painless way to master this complex but powerful programming language.

    This book is for anyone who has an interest in SQL Server 2012 and wants to understand its capabilities, including database administrators, application developers, and technical decision makers.

    Revolution in the Valley traces this vision back to its earliest roots: the hallways and backrooms of Apple, where the groundbreaking Macintosh computer was born. The book traces the development of the Macintosh, from its inception as an underground skunkworks project in 1979 to its triumphant introduction in 1984 and beyond.The stories in "Revolution in the Valley" come on extremely good authority. That's because author Andy Hertzfeld was a core member of the team that built the Macintosh system software, and a key creator of the Mac's radically new user interface software. One of the chosen few who worked with the mercurial Steve Jobs, you might call him the ultimate insider.When "Revolution in the Valley" begins, Hertzfeld is working on Apple's first attempt at a low-cost, consumer-oriented computer: the Apple II. He sees that Steve Jobs is luring some of the company's most brilliant innovators to work on a tiny research effort the Macintosh. Hertzfeld manages to make his way onto the Macintosh research team, and the rest is history.Through lavish illustrations, period photos, and Hertzfeld's vivid first-hand accounts, Revolution in the Valley reveals what it was like to be there at the birth of the personal computer revolution. The story comes to life through the book's portrait of the talented and often eccentric characters who made up the Macintosh team. Now, over 20 years later, millions of people are benefiting from the technical achievements of this determined and brilliant group of people.

    In this book, electronics guru Simon Monk explains the basics of Raspberry Pi application development, while providing hands-on examples and ready-to-use scripts. See how to set up hardware and software, write and debug applications, create user-friendly interfaces, and control external electronics. Do-it-yourself projects include a hangman game, an LED clock, and a software-controlled roving robot. Boot up and configure your Raspberry Pi Navigate files, folders, and menus Create Python programs using the IDLE editor Work with strings, lists, and functions Use and write your own libraries, modules, and classes Add Web features to your programs Develop interactive games with Pygame Interface with devices through the GPIO port Build a Raspberry Pi Robot and LED Clock Build professional-quality GUIs using Tkinter

    Linzmayer digs into forgotten archives and interviews the key players to give readers the real story of Apple Computer, Inc. This updated and expanded edition includes tons of new photos, timelines, and charts, as well as coverage of new lawsuit battles, updates on former Apple executives, and new chapters on Steve Wozniak and Pixar.

    Drawing on exclusive interviews with some of the biggest names in the world of cannabis, Cabot explores the economic and social forces that have collided to create a frenetic gold rush mentality that has spurred new culinary trends, inspired innovative new uses for health, beauty and wellness, and attracted tens of millions in investor dollars while generating hundreds of thousands of jobs and untold tax revenue. All as cannabis remains federally illegal in America. Cabot takes readers on the road with Snoop Dogg and his business partner Ted Chung as they roll out the star's own brand of bud; to wine country, where chefs and vintners are harkening a new age of elevated dining; on the wild adventures of marijuana mogul Beth Stavola, where vaults of cash, armed guards and shady characters are just another day at the office; to the Marijuana Business Convention, as professionals gather to see cutting-edge technology for growing, manufacturing, and packaging a whole new generation of consumer products. The New Chardonnay tells the unbelievable story of pot's astonishing rebranding, pulling back the curtain to show how a drug that was once the subject of multi-million dollar PSA warnings managed to shed its unsavory image and land at the center of a booming and surprisingly upstanding industry.

    This book offers numerous examples to help you avoid the many pitfalls that entrap new and not-so-new database designers. Through the help of use cases and class diagrams modeled in the UML, youll learn how to discover and represent the details and scope of the problem in question.Database design is not an exact science, and solid database design principles and examples help demonstrate the consequences of simplifications and pragmatic decisions. The rationale is to try to keep it simple, but allow room for development as situations change or resources permit. The book also features an introduction for implementing the final design in a relational database.

    His rallying cry "Down with Cybercrud" is against the centralization of computers such as that performed by IBM at the time, as well as against what he sees as the intentional untruths that "computer people" tell to non-computer people to keep them from understanding computers. In Dream Machines, Nelson covers the flexible media potential of the computer, which was shockingly new at the time.

    A battle for power among Frankish warlords leads to a mass exodus across the Rhine... All the while, Marcus Aurelius' Roman army pushes further north, changing everything. These three events meet in a cataclysm that changes the course of history. In the background, the aging witch Chlotsuintha predicts it all. Or is she the one pulling the strings to shape her people's future?When Sextus escapes Rome with a pocketful of gold and a knife, how could he even have dreamt of what the fates might have in store for him?Pursued by Roman soldiers for the murder of his master, Sextus enlists the help of a retired gladiator, and falls in love with the gladiator's niece. An invading German army drives them further north, where Sextus discovers his true birthright, and his real name - Galdir. He becomes caught up in a bitter feud as one of the heirs of a dead Frankish warlord; but the blood feud must be put aside when the Romans invade and besiege the Frankish capital.'Galdir' is enthralling Roman fiction - a tale of love, brutal battles and conflict, in which a mystical prophecy winds its way through an epic saga of struggle against Rome, and the consequences of resistance by the Frankish people, its Warlord and its witches.

    What has been missing from the agile literature is a solid, practical book on the specifics of developing large projects in an agile way. Dean Leffingwell's book Scaling Software Agility fills this gap admirably. It offers a practical guide to large project issues such as architecture, requirements development, multi-level release planning, and team organization. Leffingwell's book is a necessary guide for large projects and large organizations making the transition to agile development." -Jim Highsmith, director, Agile Practice, Cutter Consortium, author of Agile Project Management "There's tension between building software fast and delivering software that lasts, between being ultra-responsive to changes in the market and maintaining a degree of stability. In his latest work, Scaling Software Agility, Dean Leffingwell shows how to achieve a pragmatic balance among these forces. Leffingwell's observations of the problem, his advice on the solution, and his description of the resulting best practices come from experience: he's been there, done that, and has seen what's worked." -Grady Booch, IBM Fellow Agile development practices, while still controversial in some circles, offer undeniable benefits: faster time to market, better responsiveness to changing customer requirements, and higher quality. However, agile practices have been defined and recommended primarily to small teams. In Scaling Software Agility, Dean Leffingwell describes how agile methods can be applied to enterprise-class development. Part I provides an overview of the most common and effective agile methods. Part II describes seven best practices of agility that natively scale to the enterprise level. Part III describes an additional set of seven organizational capabilities that companies can master to achieve the full benefits of software agility on an enterprise scale. This book is invaluable to software developers, testers and QA personnel, managers and team leads, as well as to executives of software organizations whose objective is to increase the quality and productivity of the software development process but who are faced with all the challenges of developing software on an enterprise scale. Foreword Preface Acknowledgments About the Author Part I: Overview of Software Agility Chapter 1: Introduction to Agile Methods Chapter 2: Why the Waterfall Model Doesn't Work Chapter 3: The Essence of XP Chapter 4: The Essence of Scrum Chapter 5: The Essence of RUP Chapter 6: Lean Software, DSDM, and FDD Chapter 7: The Essence of Agile Chapter 8: The Challenge of Scaling Agile Part II: Seven Agile Team Practices That Scale Chapter 9: The Define/Build/Test Component Team Chapter 10: Two Levels of Planning and Tracking Chapter 11: Mastering the Iteration Chapter 12: Smaller, More Frequent Releases Chapter 13: Concurrent Testing Chapter 14: Continuous Integration Chapter 15: Regular Reflection and Adaptation Part III: Creating the Agile Enterprise Chapter 16: Intentional Architecture Chapter 17: Lean Requirements at Scale: Vision, Roadmap, and Just-in-Time Elaboration Chapter 18: Systems of Systems and the Agile Release Train Chapter 19: Managing Highly Distributed Development Chapter 20: Impact on Customers and Operations Chapter 21: Changing the Organization Chapter 22: Measuring Business Performance Conclusion: Agility Works at Scale Bibliography Index

    Watson Sr. and his son, Thomas J. Watson Jr., together built the international colossus that is IBM. This is their story: a riveting and revealing account of two men who loved each other--and fought each other--with a terrible fierceness.But along with the story of a father and son, this is IBM's story too. It chronicles the management insights that shaped its course and its unique corporate culture, the style that made Thomas Watson Sr. one of America's most charismatic bosses, and the daring decisions by Thomas Watson Jr. that transformed IBM into the world's largest computing company. One of the greatest business-success stories of all time, Father, Son & Co. is a moving lesson for fathers who dream for their children, as well as a testament to American ingenuity and values, told in a disarmingly frank and eloquent voice.Promising to remain an important business reference as we move into the next century, FATHER, SON & CO. takes a look at the management insight that helped to shape IBM's course and unique corporate culture.  It looks at Watson, Sr., one of America's most charismatic bosses, and Watson, Jr., who spurred IBM into the computer age.Ten years after its original publication, FATHER, SON & CO. remains a uniquely honest book. Watson's willingness to write about the loving but ferociously combative relationship he had with his father and the turbulent battles behind some of IBM's most far-reaching decisions gives readers rare insights into the realities of leadership. -->

    The most acclaimed singer/songwriter of his generation, first a Beatle and then a boundary-pushing solo artist, was senselessly silenced forever at age forty; immediately, his final musical statement, an intimate, pop-infused collection called Double Fantasy, released only weeks before his death, skyrocketed to #1 worldwide, as did its poignantly titled single, "(Just Like) Starting Over." His first studio recording since 1975’s Rock ’n’ Roll—and his first musical endeavor of any kind since taking a much-needed hiatus to raise Sean, his son with Yoko Ono—Double Fantasy represents more than a comeback album to Lennon fans and music critics alike. It captures a cultural icon at the pinnacle of his creative success and personal fulfillment; thirty years later it remains a musical touchstone and an affecting reminder of what could have been.Starting Over is an oral history of the making of Double Fantasy and the definitive account of John Lennon’s last days. From early demos to sessions at New York City’s The Hit Factory, from the electrifying chemistry of the studio band to keeping the project under wraps to the album’s release and critical reception, here is fascinating, insightful commentary from all of the key players involved in its extraordinary creation: Yoko Ono, David Geffen, producer Jack Douglas, engineers, arrangers, session musicians, music journalists, and even Lennon himself via archival interviews.Featuring never-before-seen photos of John and Yoko in the studio, candid images taken by David M. Spindel and Roger Farrington, Starting Over is the essential portrait for anyone who hears both a beginning and ending in the tracks of Double Fantasy.

    How can today's computers perform such a bewildering variety of tasks if computing is just glorified arithmetic? The answer, as Martin Davis lucidly illustrates, lies in the fact that computers are essentially engines of logic. Their hardware and software embody concepts developed over centuries by logicians such as Leibniz, Boole, and Godel, culminating in the amazing insights of Alan Turing. The Universal Computer traces the development of these concepts by exploring with captivating detail the lives and work of the geniuses who first formulated them. Readers will come away with a revelatory understanding of how and why computers work and how the algorithms within them came to be.

    Alas, the computer industry thinks it is still in its rebellious teenage years, exulting in technical complexity. Customers want change. They are ready for products that offer convenience, ease of use, and pleasure. The technology should be invisible, hidden from sight.In this book, Norman shows why the computer is so difficult to use and why this complexity is fundamental to its nature. The only answer, says Norman, is to start over again, to develop information appliances that fit people's needs and lives. To do this companies must change the way they develop products. They need to start with an understanding of people: user needs first, technology last--the opposite of how things are done now.