Inside the Machine

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Author :
Publisher : No Starch Press
ISBN 13 : 1593271042
Total Pages : 320 pages
Book Rating : 4.5/5 (932 download)

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Book Synopsis Inside the Machine by : Jon Stokes

Download or read book Inside the Machine written by Jon Stokes and published by No Starch Press. This book was released on 2007 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Om hvordan mikroprocessorer fungerer, med undersøgelse af de nyeste mikroprocessorer fra Intel, IBM og Motorola.

Inside the Machine

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Author :
Publisher : No Starch Press
ISBN 13 : 1593271328
Total Pages : 320 pages
Book Rating : 4.5/5 (932 download)

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Book Synopsis Inside the Machine by : Jon Stokes

Download or read book Inside the Machine written by Jon Stokes and published by No Starch Press. This book was released on 2006-12-01 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computers perform countless tasks ranging from the business critical to the recreational, but regardless of how differently they may look and behave, they're all amazingly similar in basic function. Once you understand how the microprocessor—or central processing unit (CPU)—works, you'll have a firm grasp of the fundamental concepts at the heart of all modern computing. Inside the Machine, from the co-founder of the highly respected Ars Technica website, explains how microprocessors operate—what they do and how they do it. The book uses analogies, full-color diagrams, and clear language to convey the ideas that form the basis of modern computing. After discussing computers in the abstract, the book examines specific microprocessors from Intel, IBM, and Motorola, from the original models up through today's leading processors. It contains the most comprehensive and up-to-date information available (online or in print) on Intel’s latest processors: the Pentium M, Core, and Core 2 Duo. Inside the Machine also explains technology terms and concepts that readers often hear but may not fully understand, such as "pipelining," "L1 cache," "main memory," "superscalar processing," and "out-of-order execution." Includes discussion of: –Parts of the computer and microprocessor –Programming fundamentals (arithmetic instructions, memory accesses, control flow instructions, and data types) –Intermediate and advanced microprocessor concepts (branch prediction and speculative execution) –Intermediate and advanced computing concepts (instruction set architectures, RISC and CISC, the memory hierarchy, and encoding and decoding machine language instructions) –64-bit computing vs. 32-bit computing –Caching and performance Inside the Machine is perfect for students of science and engineering, IT and business professionals, and the growing community of hardware tinkerers who like to dig into the guts of their machines.

Inside the Machine

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Author :
Publisher : National Geographic Books
ISBN 13 : 1593276680
Total Pages : 0 pages
Book Rating : 4.5/5 (932 download)

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Book Synopsis Inside the Machine by : Jon Stokes

Download or read book Inside the Machine written by Jon Stokes and published by National Geographic Books. This book was released on 2006-12-01 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computers perform countless tasks ranging from the business critical to the recreational, but regardless of how differently they may look and behave, they're all amazingly similar in basic function. Once you understand how the microprocessor—or central processing unit (CPU)—works, you'll have a firm grasp of the fundamental concepts at the heart of all modern computing. Inside the Machine, from the co-founder of the highly respected Ars Technica website, explains how microprocessors operate—what they do and how they do it. The book uses analogies, full-color diagrams, and clear language to convey the ideas that form the basis of modern computing. After discussing computers in the abstract, the book examines specific microprocessors from Intel, IBM, and Motorola, from the original models up through today's leading processors. It contains the most comprehensive and up-to-date information available (online or in print) on Intel’s latest processors: the Pentium M, Core, and Core 2 Duo. Inside the Machine also explains technology terms and concepts that readers often hear but may not fully understand, such as "pipelining," "L1 cache," "main memory," "superscalar processing," and "out-of-order execution." Includes discussion of: –Parts of the computer and microprocessor –Programming fundamentals (arithmetic instructions, memory accesses, control flow instructions, and data types) –Intermediate and advanced microprocessor concepts (branch prediction and speculative execution) –Intermediate and advanced computing concepts (instruction set architectures, RISC and CISC, the memory hierarchy, and encoding and decoding machine language instructions) –64-bit computing vs. 32-bit computing –Caching and performance Inside the Machine is perfect for students of science and engineering, IT and business professionals, and the growing community of hardware tinkerers who like to dig into the guts of their machines.

Rage Inside the Machine

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Author :
Publisher : Bloomsbury Publishing
ISBN 13 : 147296389X
Total Pages : 345 pages
Book Rating : 4.4/5 (729 download)

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Book Synopsis Rage Inside the Machine by : Robert Elliott Smith

Download or read book Rage Inside the Machine written by Robert Elliott Smith and published by Bloomsbury Publishing. This book was released on 2019-06-27 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: Shortlisted for the 2020 Business Book Awards We live in a world increasingly ruled by technology; we seem as governed by technology as we do by laws and regulations. Frighteningly often, the influence of technology in and on our lives goes completely unchallenged by citizens and governments. We comfort ourselves with the soothing refrain that technology has no morals and can display no prejudice, and it's only the users of technology who distort certain aspects of it. But is this statement actually true? Dr Robert Smith thinks it is dangerously untrue in the modern era. Having worked in the field of artificial intelligence for over 30 years, Smith reveals the mounting evidence that the mechanical actors in our lives do indeed have, or at least express, morals: they're just not the morals of the progressive modern society that we imagined we were moving towards. Instead, as we are just beginning to see – in the US elections and Brexit to name but a few – there are increasing incidences of machine bigotry, greed and the crass manipulation of our basest instincts. It is easy to assume that these are the result of programmer prejudices or the product of dark forces manipulating the masses through the network of the Internet. But what if there is something more fundamental and explicitly mechanical at play, something inherent within technology itself? This book demonstrates how non-scientific ideas have been encoded deep into our technological infrastructure. Offering a rigorous, fresh perspective on how technology has brought us to this place, Rage Inside the Machine challenges the long-held assumption that technology is an apolitical and amoral force. Shedding light on little-known historical stories and investigating the complex connections between scientific philosophy, institutional prejudice and new technology, this book offers a new, honest and more truly scientific vision of ourselves.

Inside the Machine: Art and Invention in the Electronic Age

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Author :
Publisher : W. W. Norton & Company
ISBN 13 : 0393248372
Total Pages : 288 pages
Book Rating : 4.3/5 (932 download)

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Book Synopsis Inside the Machine: Art and Invention in the Electronic Age by : Megan Prelinger

Download or read book Inside the Machine: Art and Invention in the Electronic Age written by Megan Prelinger and published by W. W. Norton & Company. This book was released on 2015-08-17 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: A visual history of the electronic age captures the collision of technology and art—and our collective visions of the future. A hidden history of the twentieth century’s brilliant innovations—as seen through art and images of electronics that fed the dreams of millions. A rich historical account of electronic technology in the twentieth century, Inside the Machine journeys from the very origins of electronics, vacuum tubes, through the invention of cathode-ray tubes and transistors to the bold frontier of digital computing in the 1960s. But, as cultural historian Megan Prelinger explores here, the history of electronics in the twentieth century is not only a history of scientific discoveries carried out in laboratories across America. It is also a story shaped by a generation of artists, designers, and creative thinkers who gave imaginative form to the most elusive matter of all: electrons and their revolutionary powers. As inventors learned to channel the flow of electrons, starting revolutions in automation, bionics, and cybernetics, generations of commercial artists moved through the traditions of Futurism, Bauhaus, modernism, and conceptual art, finding ways to link art and technology as never before. A visual tour of this dynamic era, Inside the Machine traces advances and practical revolutions in automation, bionics, computer language, and even cybernetics. Nestled alongside are surprising glimpses into the inner workings of corporations that shaped the modern world: AT&T, General Electric, Lockheed Martin. While electronics may have indelibly changed our age, Inside the Machine reveals a little-known explosion of creativity in the history of electronics and the minds behind it.

The Voice in the Machine

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Author :
Publisher : MIT Press
ISBN 13 : 0262016850
Total Pages : 355 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis The Voice in the Machine by : Roberto Pieraccini

Download or read book The Voice in the Machine written by Roberto Pieraccini and published by MIT Press. This book was released on 2012 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: An examination of more than sixty years of successes and failures in developing technologies that allow computers to understand human spoken language. Stanley Kubrick's 1968 film 2001: A Space Odyssey famously featured HAL, a computer with the ability to hold lengthy conversations with his fellow space travelers. More than forty years later, we have advanced computer technology that Kubrick never imagined, but we do not have computers that talk and understand speech as HAL did. Is it a failure of our technology that we have not gotten much further than an automated voice that tells us to "say or press 1"? Or is there something fundamental in human language and speech that we do not yet understand deeply enough to be able to replicate in a computer? In The Voice in the Machine, Roberto Pieraccini examines six decades of work in science and technology to develop computers that can interact with humans using speech and the industry that has arisen around the quest for these technologies. He shows that although the computers today that understand speech may not have HAL's capacity for conversation, they have capabilities that make them usable in many applications today and are on a fast track of improvement and innovation. Pieraccini describes the evolution of speech recognition and speech understanding processes from waveform methods to artificial intelligence approaches to statistical learning and modeling of human speech based on a rigorous mathematical model--specifically, Hidden Markov Models (HMM). He details the development of dialog systems, the ability to produce speech, and the process of bringing talking machines to the market. Finally, he asks a question that only the future can answer: will we end up with HAL-like computers or something completely unexpected?

Blood in the Machine

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Author :
Publisher :
ISBN 13 : 9780316487740
Total Pages : 0 pages
Book Rating : 4.4/5 (877 download)

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Book Synopsis Blood in the Machine by : Brian Merchant

Download or read book Blood in the Machine written by Brian Merchant and published by . This book was released on 2023-09-05 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The true story of what happened the first time machines came for human jobs, when an underground network of 19th century rebels, the Luddites, took up arms against the industrialists that were automating their work--and how it explains the power, threat, and toll of big tech today. The most pressing story in modern tech begins not in Silicon Valley, Seattle, or even Shenzhen. It begins two hundred years ago in rural England, when working men and women rose up en masse rather than starve at the hands of the factory owners who were using machines to erase and degrade their livelihoods. They organized guerilla raids, smashed those machines, and embarked on full-scale assaults against the wealthy machine owners. They won the support of Lord Byron, inspired Mary Shelley, and enraged the Prince Regent and his bloodthirsty government. Before it was over, much blood would be spilled--of rich and poor, of the invisible and of the powerful. This all-but-forgotten and deeply misunderstood class struggle nearly brought 19th century England to its knees. We live now in the second machine age, when similar fears that big tech is dominating our lives and machines replacing human labor run high. We worry that technology imperils millions of jobs, robots are ousting workers from factories, and artificial intelligence will soon remove drivers from cars. How will this all reshape our economy and the way we live? And what can we do about it? The answers lie in the story of our first machine age, when mechanization first came to British factories at the beginning of the industrial revolution. Intertwined with a lucid examination of our current age, the story of the Luddites, the working-class insurgency that took up arms against automation (at a time when it was punishable by death to break a machine), Blood in the Machine reaches through time and space to tell a story about how technology changed our world--and how it's already changing our future.

Goddess in the Machine

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Author :
Publisher : Penguin
ISBN 13 : 1984835939
Total Pages : 400 pages
Book Rating : 4.9/5 (848 download)

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Book Synopsis Goddess in the Machine by : Lora Beth Johnson

Download or read book Goddess in the Machine written by Lora Beth Johnson and published by Penguin. This book was released on 2020-06-30 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: Andra wakes up from a cryogenic sleep 1,000 years later than she was supposed to, forcing her to team up with an exiled prince to navigate an unfamiliar planet in this smart, thrilling sci-fi adventure, perfect for fans of Renegades and Aurora Rising. When Andra wakes up, she's drowning. Not only that, but she's in a hot, dirty cave, it's the year 3102, and everyone keeps calling her Goddess. When Andra went into a cryonic sleep for a trip across the galaxy, she expected to wake up in a hundred years, not a thousand. Worst of all, the rest of the colonists--including her family and friends--are dead. They died centuries ago, and for some reason, their descendants think Andra's a deity. She knows she's nothing special, but she'll play along if it means she can figure out why she was left in stasis and how to get back to Earth. Zhade, the exiled bastard prince of Eerensed, has other plans. Four years ago, the sleeping Goddess's glass coffin disappeared from the palace, and Zhade devoted himself to finding it. Now he's hoping the Goddess will be the key to taking his rightful place on the throne--if he can get her to play her part, that is. Because if his people realize she doesn't actually have the power to save their dying planet, they'll kill her. With a vicious monarch on the throne and a city tearing apart at the seams, Zhade and Andra might never be able to unlock the mystery of her fate, let alone find a way to unseat the king, especially since Zhade hasn't exactly been forthcoming with Andra. And a thousand years from home, is there any way of knowing that Earth is better than the planet she's woken to?

The Soul of A New Machine

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Author :
Publisher : Back Bay Books
ISBN 13 : 0316204552
Total Pages : 222 pages
Book Rating : 4.3/5 (162 download)

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Book Synopsis The Soul of A New Machine by : Tracy Kidder

Download or read book The Soul of A New Machine written by Tracy Kidder and published by Back Bay Books. This book was released on 2011-08-23 with total page 222 pages. Available in PDF, EPUB and Kindle. Book excerpt: Tracy Kidder's "riveting" (Washington Post) story of one company's efforts to bring a new microcomputer to market won both the Pulitzer Prize and the National Book Award and has become essential reading for understanding the history of the American tech industry. Computers have changed since 1981, when The Soul of a New Machine first examined the culture of the computer revolution. What has not changed is the feverish pace of the high-tech industry, the go-for-broke approach to business that has caused so many computer companies to win big (or go belly up), and the cult of pursuing mind-bending technological innovations. The Soul of a New Machine is an essential chapter in the history of the machine that revolutionized the world in the twentieth century. "Fascinating...A surprisingly gripping account of people at work." --Wall Street Journal

The Demon in the Machine

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Publisher : Penguin UK
ISBN 13 : 0241309603
Total Pages : 297 pages
Book Rating : 4.2/5 (413 download)

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Book Synopsis The Demon in the Machine by : Paul Davies

Download or read book The Demon in the Machine written by Paul Davies and published by Penguin UK. This book was released on 2019-01-31 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: 'A gripping new drama in science ... if you want to understand how the concept of life is changing, read this' Professor Andrew Briggs, University of Oxford When Darwin set out to explain the origin of species, he made no attempt to answer the deeper question: what is life? For generations, scientists have struggled to make sense of this fundamental question. Life really does look like magic: even a humble bacterium accomplishes things so dazzling that no human engineer can match it. And yet, huge advances in molecular biology over the past few decades have served only to deepen the mystery. So can life be explained by known physics and chemistry, or do we need something fundamentally new? In this penetrating and wide-ranging new analysis, world-renowned physicist and science communicator Paul Davies searches for answers in a field so new and fast-moving that it lacks a name, a domain where computing, chemistry, quantum physics and nanotechnology intersect. At the heart of these diverse fields, Davies explains, is the concept of information: a quantity with the power to unify biology with physics, transform technology and medicine, and even to illuminate the age-old question of whether we are alone in the universe. From life's murky origins to the microscopic engines that run the cells of our bodies, The Demon in the Machine is a breath-taking journey across the landscape of physics, biology, logic and computing. Weaving together cancer and consciousness, two-headed worms and bird navigation, Davies reveals how biological organisms garner and process information to conjure order out of chaos, opening a window on the secret of life itself.

The Artist in the Machine

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Author :
Publisher : MIT Press
ISBN 13 : 0262539624
Total Pages : 429 pages
Book Rating : 4.2/5 (625 download)

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Book Synopsis The Artist in the Machine by : Arthur I. Miller

Download or read book The Artist in the Machine written by Arthur I. Miller and published by MIT Press. This book was released on 2020-11-10 with total page 429 pages. Available in PDF, EPUB and Kindle. Book excerpt: An authority on creativity introduces us to AI-powered computers that are creating art, literature, and music that may well surpass the creations of humans. Today's computers are composing music that sounds “more Bach than Bach,” turning photographs into paintings in the style of Van Gogh's Starry Night, and even writing screenplays. But are computers truly creative—or are they merely tools to be used by musicians, artists, and writers? In this book, Arthur I. Miller takes us on a tour of creativity in the age of machines. Miller, an authority on creativity, identifies the key factors essential to the creative process, from “the need for introspection” to “the ability to discover the key problem.” He talks to people on the cutting edge of artificial intelligence, encountering computers that mimic the brain and machines that have defeated champions in chess, Jeopardy!, and Go. In the central part of the book, Miller explores the riches of computer-created art, introducing us to artists and computer scientists who have, among much else, unleashed an artificial neural network to create a nightmarish, multi-eyed dog-cat; taught AI to imagine; developed a robot that paints; created algorithms for poetry; and produced the world's first computer-composed musical, Beyond the Fence, staged by Android Lloyd Webber and friends. But, Miller writes, in order to be truly creative, machines will need to step into the world. He probes the nature of consciousness and speaks to researchers trying to develop emotions and consciousness in computers. Miller argues that computers can already be as creative as humans—and someday will surpass us. But this is not a dystopian account; Miller celebrates the creative possibilities of artificial intelligence in art, music, and literature.

Machine Head: Inside The Machine

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Author :
Publisher : Omnibus Press
ISBN 13 : 0857127985
Total Pages : 272 pages
Book Rating : 4.8/5 (571 download)

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Book Synopsis Machine Head: Inside The Machine by : Joel McIver

Download or read book Machine Head: Inside The Machine written by Joel McIver and published by Omnibus Press. This book was released on 2012-10-15 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over 17 years and eight albums, heavy metal band Machine Head have sold millions of units, earned a Grammy nomination and won personal awards from Metal Hammer and other magazines. The story is a classic rise, fall and rise again scenario -- they exploded onto the metal scene in 1994, enjoyed a successful string of albums and then lost their way in the nu-metal era. Now they are in the middle of one of metal's most acclaimed comebacks. Joel McIver has interviewed all the band-members several times and has a unique insight into their rollercoaster story, which includes alcohol addiction, inter-band brawls and therapy, sackings, near-splits and two decades of the heaviest music known to man, delivered all over the world.

The Ghost in the Machine

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Author :
Publisher : Penguin (Non-Classics)
ISBN 13 : 9780140191929
Total Pages : 384 pages
Book Rating : 4.1/5 (919 download)

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Book Synopsis The Ghost in the Machine by : Arthur Koestler

Download or read book The Ghost in the Machine written by Arthur Koestler and published by Penguin (Non-Classics). This book was released on 1990-02 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: An examination of the human impulse towards self-destruction suggests that in the course of human evolution, a pathological split between emotion and reason developed

Heart of the Machine

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Author :
Publisher : Arcade
ISBN 13 : 195069111X
Total Pages : 338 pages
Book Rating : 4.9/5 (56 download)

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Book Synopsis Heart of the Machine by : Richard Yonck

Download or read book Heart of the Machine written by Richard Yonck and published by Arcade. This book was released on 2020-02-11 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: For Readers of Ray Kurzweil and Michio Kaku, a New Look at the Cutting Edge of Artificial Intelligence Imagine a robotic stuffed animal that can read and respond to a child’s emotional state, a commercial that can recognize and change based on a customer’s facial expression, or a company that can actually create feelings as though a person were experiencing them naturally. Heart of the Machine explores the next giant step in the relationship between humans and technology: the ability of computers to recognize, respond to, and even replicate emotions. Computers have long been integral to our lives, and their advances continue at an exponential rate. Many believe that artificial intelligence equal or superior to human intelligence will happen in the not-too-distance future; some even think machine consciousness will follow. Futurist Richard Yonck argues that emotion, the first, most basic, and most natural form of communication, is at the heart of how we will soon work with and use computers. Instilling emotions into computers is the next leap in our centuries-old obsession with creating machines that replicate humans. But for every benefit this progress may bring to our lives, there is a possible pitfall. Emotion recognition could lead to advanced surveillance, and the same technology that can manipulate our feelings could become a method of mass control. And, as shown in movies like Her and Ex Machina, our society already holds a deep-seated anxiety about what might happen if machines could actually feel and break free from our control. Heart of the Machine is an exploration of the new and inevitable ways in which mankind and technology will interact. The paperback edition has a new foreword by Rana el Kaliouby, PhD, a pioneer in artificial emotional intelligence, as well as the cofounder and CEO of Affectiva, the acclaimed AI startup spun off from the MIT Media Lab.

Human-in-the-Loop Machine Learning

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Author :
Publisher : Simon and Schuster
ISBN 13 : 1617296740
Total Pages : 422 pages
Book Rating : 4.6/5 (172 download)

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Book Synopsis Human-in-the-Loop Machine Learning by : Robert Munro

Download or read book Human-in-the-Loop Machine Learning written by Robert Munro and published by Simon and Schuster. This book was released on 2021-07-20 with total page 422 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine learning applications perform better with human feedback. Keeping the right people in the loop improves the accuracy of models, reduces errors in data, lowers costs, and helps you ship models faster. Human-in-the-loop machine learning lays out methods for humans and machines to work together effectively. You'll find best practices on selecting sample data for human feedback, quality control for human annotations, and designing annotation interfaces. You'll learn to dreate training data for labeling, object detection, and semantic segmentation, sequence labeling, and more. The book starts with the basics and progresses to advanced techniques like transfer learning and self-supervision within annotation workflows.

Klara and the Sun

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Author :
Publisher : Vintage
ISBN 13 : 0593318188
Total Pages : 275 pages
Book Rating : 4.5/5 (933 download)

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Book Synopsis Klara and the Sun by : Kazuo Ishiguro

Download or read book Klara and the Sun written by Kazuo Ishiguro and published by Vintage. This book was released on 2021-03-02 with total page 275 pages. Available in PDF, EPUB and Kindle. Book excerpt: NEW YORK TIMES BESTSELLER • Once in a great while, a book comes along that changes our view of the world. This magnificent novel from the Nobel laureate and author of Never Let Me Go is “an intriguing take on how artificial intelligence might play a role in our futures ... a poignant meditation on love and loneliness” (The Associated Press). • A GOOD MORNING AMERICA Book Club Pick! Here is the story of Klara, an Artificial Friend with outstanding observational qualities, who, from her place in the store, watches carefully the behavior of those who come in to browse, and of those who pass on the street outside. She remains hopeful that a customer will soon choose her. Klara and the Sun is a thrilling book that offers a look at our changing world through the eyes of an unforgettable narrator, and one that explores the fundamental question: what does it mean to love?

Machine Learning in Action

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Author :
Publisher : Simon and Schuster
ISBN 13 : 1638352453
Total Pages : 558 pages
Book Rating : 4.6/5 (383 download)

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Book Synopsis Machine Learning in Action by : Peter Harrington

Download or read book Machine Learning in Action written by Peter Harrington and published by Simon and Schuster. This book was released on 2012-04-03 with total page 558 pages. Available in PDF, EPUB and Kindle. Book excerpt: Summary Machine Learning in Action is unique book that blends the foundational theories of machine learning with the practical realities of building tools for everyday data analysis. You'll use the flexible Python programming language to build programs that implement algorithms for data classification, forecasting, recommendations, and higher-level features like summarization and simplification. About the Book A machine is said to learn when its performance improves with experience. Learning requires algorithms and programs that capture data and ferret out the interestingor useful patterns. Once the specialized domain of analysts and mathematicians, machine learning is becoming a skill needed by many. Machine Learning in Action is a clearly written tutorial for developers. It avoids academic language and takes you straight to the techniques you'll use in your day-to-day work. Many (Python) examples present the core algorithms of statistical data processing, data analysis, and data visualization in code you can reuse. You'll understand the concepts and how they fit in with tactical tasks like classification, forecasting, recommendations, and higher-level features like summarization and simplification. Readers need no prior experience with machine learning or statistical processing. Familiarity with Python is helpful. Purchase of the print book comes with an offer of a free PDF, ePub, and Kindle eBook from Manning. Also available is all code from the book. What's Inside A no-nonsense introduction Examples showing common ML tasks Everyday data analysis Implementing classic algorithms like Apriori and Adaboos Table of Contents PART 1 CLASSIFICATION Machine learning basics Classifying with k-Nearest Neighbors Splitting datasets one feature at a time: decision trees Classifying with probability theory: naïve Bayes Logistic regression Support vector machines Improving classification with the AdaBoost meta algorithm PART 2 FORECASTING NUMERIC VALUES WITH REGRESSION Predicting numeric values: regression Tree-based regression PART 3 UNSUPERVISED LEARNING Grouping unlabeled items using k-means clustering Association analysis with the Apriori algorithm Efficiently finding frequent itemsets with FP-growth PART 4 ADDITIONAL TOOLS Using principal component analysis to simplify data Simplifying data with the singular value decomposition Big data and MapReduce