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.

    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.

    It was written (and illustrated!) by an all-star team:David Flanagan, bestselling author of programming language "bibles" (including JavaScript: The Definitive Guide and Java in a Nutshell) and committer to the Ruby Subversion repository.Yukihiro "Matz" Matsumoto, creator, designer and lead developer of Ruby and author of Ruby in a Nutshell, which has been expanded and revised to become this book.why the lucky stiff, artist and Ruby programmer extraordinaire. This book begins with a quick-start tutorial to the language, and then explains the language in detail from the bottom up: from lexical and syntactic structure to datatypes to expressions and statements and on through methods, blocks, lambdas, closures, classes and modules. The book also includes a long and thorough introduction to the rich API of the Ruby platform, demonstrating -- with heavily-commented example code -- Ruby's facilities for text processing, numeric manipulation, collections, input/output, networking, and concurrency. An entire chapter is devoted to Ruby's metaprogramming capabilities.The Ruby Programming Language documents the Ruby language definitively but without the formality of a language specification. It is written for experienced programmers who are new to Ruby, and for current Ruby programmers who want to challenge their understanding and increase their mastery of the language.

     Sandro was a crucial witness to the collapse of his family. He was the cousin, brother-in-law and close friend of the last tsar, Tsar Nicholas II of Russia. He was with Nicky when thousands of Russian peasants died at Khodynka Field during Nicky’s coronation; he was with Nicky in the lead-up to the disastrous Russo-Japanese War; he was with Nicky during the failed revolution of 1905-6; he was with Nicky when the Russian Duma was established in an attempt to ward off future revolutions; he was with Nicky as Russia moved determinedly toward a military showdown with Germany; he was with Nicky fighting the German army of the Eastern Front during the First World War; he was with Nicky when he abdicated in favour of his brother, Michael, who refused the throne. This is a riveting first-hand account of the final days of the Russian Empire and of what it was like to be a member of the Russian Imperial Family at that time. And to our great good fortune, while Sandro may have been no Stolypin, he was a keen observer and an excellent writer. Anyone intrigued by the last days of the Romanovs as the ruling family of Russia should read this book.

    in Economics & Politics, Bombay University (D.G. National College. Hyderabad, Sindh; Fergusson College, Pune and School of Economics & Sociology, Bombay).Joined RSS in 1941. Lecturer, D.G. National College: 1945-47; sub-editor. Hindustan Times: 1948: Editor, The Motherland daily: 1971-75; MISA detenu: June 1975-March 1977.Nieman Fellow, Harvard University: 1961-62; General Secretary, Editors Guild of India: 1978-79; Member, Press delegation of China: 1978; Vice-Chairman, Deendayal Research Institute, Delhi: 1983-91; Vice-President, BJP: 1991-94; Member, Rajya Sabha: 1994-2000; Lt-Governor of Pondicherry: 2002-03.Death: Pondicherry. October 27,2003.Publications: The Midnight Knock (1977), The RSS Story (1980), The Sindh Story (1984), Ayodhya and Hindu-Muslim Relations (1993), India First (2002).

    She was born into a large family in rural Romania?and grew up feisty and willing to fight back physically against anti-Semitism from other schoolchildren. She defied her father' s orders to turn down a scholarship that took her to Bucharest, and got herself expelled from that school when she responded to a priest/teacher' s vicious diatribe against the Jews by hurling a bottle of ink at him?After a series of incidents that ranged from dramatic escapes to a year in a forced labor detachment, Sara ended up in Ravensbruck, a women' s concentration camp, Aand? managed to survive?she tells this story with style and power." --Kirkus Reviews

    He wanted to discover for himself whether it had become the circus that everybody described.But when a devastating avalanche swept across the Khumbu Icefall, he got more than he bargained for. Suddenly he found himself witnessing the greatest natural disaster Everest had ever seen.And that was just the start. Everest Sherpas came out in protest, issuing a list of demands to the Government of Nepal. What happened next left his team shocked, bewildered and fearing for their safety.

    Practical Stoicism is a collection of short readings written to help bridge the gap between the essential teachings of the great Stoic philosophers and the things we must do, in the here and now, to achieve the fulfillment they promised. Pick a starting point anywhere within its pages whenever you need a quick reminder of how to move your philosophy out of your head and into your life. Version 2.3.1

    Simpson free, Daniel Petrocelli came to pick up the pieces. Outraged by the disastrous miscarriage of justice, the family of murder victim Ronald Goldman sought justice in civil court—their last chance to go after Simpson. To represent them, they hired Petrocelli, a respected attorney who had never before tried a criminal case. In order to win the case, Petrocelli would have to prove that O.J. Simpson was a killer.The physical evidence connecting Simpson to the murders was rock solid, but in the criminal trial, evidence was not enough. To bring the families justice, Petrocelli would have to do something that the District Attorney had not been able to do: confront O.J. Simpson face-to-face.Called “the best book on the subject” by the San Francisco Chronicle, Triumph of Justice is the definitive account of the Simpson murders and their aftermath. In the long, twisted history of the trial of the century, Daniel Petrocelli has the final word.

    Wecht, M.D., J.D., one of America’s most respected forensic pathologists. Coauthored by crime writer Dawna Kaufmann, Final Exams explores both the technical and the human side of murder. From the heartbreaking case of abducted child, Jessica Lunsford, held captive within shouting distance of her loved ones, to the peculiar story of a murder for hire with a most unlikely victim, Final Exams takes the reader behind the scenes. Secrets about the private lives of both predators and victims are revealed as the authors detail the events that turned rage to tragedy. Fans of CSI will appreciate how Wecht and Kaufmann share the real life process of solving crimes with clues left with the victim.

    This study guide includes the following sections: Plot Summary, Chapter Summaries & Analysis, Characters, Objects/Places, Themes, Style, Quotes, and Topics for Discussion.

    A biography of the Saudi Arabian king who ruled from 1964 until his assassination in 1975 and who became, during his reign, an important world leader through his control of his country's vast oil resources.

    A very well written book that will be hard for anyone to put down!This is a must read.Jerry's interesting and riveting account of his childhood years and transition to a young adult and Infantry NCO are truly endearing! His honest and impelling novel reminds one of why we serve, fight, and are willing to lay down our lives for God, Country, and our fellow man. God Bless the Infantryman!!Thank the Lord for Soldiers and West Virginia !This book is a great read. This honest account of growing up in West Virginia and becoming a Sergeant in Vietnam is sometimes thrilling and sometimes heart wrenching. Through a lot of true grit, thank goodness Jerry Horton survived to tell this story. I highly recommend this book. It is a Winner.This is an inspiring memoir written about a young man coming of age in West Virginia in the 1960's. It is a memoir but also a real thriller story as we follow Jerry from the streets surrounding Lincoln playground to Chicago Steel mills to the French Quarter in New Orleans and to San Francisco in the Summer of Love 1967. The book then moves you to the Central Highlands in Vietnam where Jerry is an infantry platoon sergeant. Jerry's interesting and truthful account of his childhood years and transition to an adult and Infantry Sergeant are truly endearing. It is an honest and compelling story. It gives a first person narrative of hand-to-hand combat in the trenches of Vietnam that can leave you scared, glad to be alive and eternally grateful to those who died for our freedom. Jerry joined the army to simply be able to afford to go to college. Forty years later he has a PhD and multiple degrees but they were earned at a heavy price for this patriot. Jerry shares his experiences in Vietnam in an articulate, honest and direct assessment of his time in Vietnam, the men he served with and the horrors of war. It is an incredible story of leadership and survival.We see Jerry develop as a young boy who is very independent and then see him being schooled on the streets of Charleston, West Virginia learning how to come to grips with the breakup and divorce in his family. He takes refuge in becoming the best he could be as a basketball player on the courts of Lincoln playground. Later we see him leaving home for the mean streets of the Chicago Steel mills and then on to Louisiana where he completes one year of college and then goes flat broke. Then the book shifts to New Orleans Louisiana and the excitement of the French Quarter. Jerry's life is rocked by the turbulent waters in New Orleans; he had no money no plan and is drifting. He seeks out another lifestyle in California hitching to and then living in San Francisco during the Summer of Love 1967. He describes how it was, the music and time and place and he takes you there through his vivid descriptions. Once again, his life spins into turmoil and as he tries to get back on the path to achieve his life's dream of going to college he is drafted in the Army. He finds himself becoming a leader, an infantry sergeant. His goal is to bring himself and his men back home alive, the reader gets the sense that all his life Jerry has been prepared for this moment. The reader is taken through and sees through Jerry's eyes what combat is really like.This story covers much ground and has something for everyone. You live through Jerry 's experiences of what it's like to conquer your own demons, you read about his mother's courage having Jerry in the Salvation Army by herself, the excitement and freedom of the 1960's and you learn what it is like to want something so bad you lay your life down for it. It is a book you truly won't lay down once you start reading.

    December 4, 1978.In an appalling demonstration of the way in which a charismatic leader can bend the minds of his followers with a devilish blend of professed altruism and psychological tyranny, some 900 members of the California-based Peoples Temple died in a self-imposed ritual of mass suicide and murder.The followers of the Rev. Jim Jones, 47, a once respected Indianaborn humanitarian who degenerated into egomania and paranoia, had first ambushed a party of visiting Americans, killing California Congressman Leo Ryan, 53, three newsmen and one defector from their heavily guarded colony at Jones-town. Then, exhorted by their leader, intimidated by armed guards and lulled with sedatives and painkillers, parents and nurses used syringes to squirt a concoction of potassium cyanide and potassium chloride onto the tongues of babies. The adults and older children picked up paper cups and sipped the same deadly poison sweetened by purple Kool-Aid.This story is part of the TIME Classic Coverage Collection from Time Inc. This is a reproduction of a story that appeared in the December 4, 1978 issue of TIME magazine. Time Inc. is one of the world’s most influential media companies – home to 90 iconic brands like People, Sports Illustrated, Time, InStyle, Real Simple, Food & Wine, and Fortune. The Spotlight Stories in this collection aim to provide you with a quick read on a single subject, highlighting our readers’ most popular stories and featuring great reporting from our Time Inc. journalists.

    The book traces Gable's life from its humble, hard-scrabble beginnings in Ohio, to his hard-work and determined efforts to achieve success on Broadway, to his meteoric rise to stardom in Hollywood, his time spent in the Army Air Force in Europe, and his many loves, including Carole Lombard who was tragically killed in an airplane crash in 1942. The King paints an intimate, contemporary portrait of Clark Gable the man, both on and off camera, and ends with Gable's work on his last film, The Misfits, and his subsequent decline in health and his death on November 16, 1960, at age 59.