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Final Jeopardy: Man vs. Machine and the Quest to Know Everything
 
 

Final Jeopardy: Man vs. Machine and the Quest to Know Everything [Kindle Edition]

Stephen Baker
4.8 out of 5 stars  See all reviews (30 customer reviews)

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What if there were a computer that could answer virtually any question? IBM engineers are developing such a machine, teaching it to compete on the quiz show Jeopardy. In February 2011, it will face off in a nationally televised game against two of the game’s greatest all-time winners, Ken Jennings and Brad Rutter. Final Jeopardy tells the riveting story behind the match.

Final Jeopardy carries readers on a captivating journey from the IBM lab to the podium. The story features brilliant Ph.D.s, Hollywood moguls, knowledge-obsessed Jeopardy masters — and a very special collection of silicon and circuitry named Watson. It is a classic match of Man vs. Machine, not seen since Deep Blue bested chess grandmaster Garry Kasparov. But Watson will need to do more than churn through chess moves or find a relevant web page. It will have to understand language, including puns and irony, and master everything from history and literature to science, arts, and entertainment.

At its heart, Final Jeopardy is about the future of knowledge. What can we teach machines? What will Watson’s heirs be capable of in ten or twenty years? And where does that leave humans? As fast and fun as the game itself, Final Jeopardy shows how smart machines will fit into our world — and how they’ll disrupt it.

www.finaljeopardy.net

A Q & A With Author Stephen Baker

Q: What did you come to most admire about the researchers working to develop Watson?

A: I found myself admiring their meticulous engineering. I’ve always enjoyed stories of great engineering, from the building of the Panama Canal to the rescue of Apollo 13. The work on Watson fits into that genre. It involves continual problem-solving, innovations, incremental improvements, and above all, endless patience. To do this work, the Jeopardy team had to break down the way we think, the way we understand sentences and concepts and facts, into tiny components, and then teach them to Watson.

I have to say, I came out of this process with an ever greater appreciation for the magic that takes place between our ears. We don’t give ourselves enough credit. Seriously. They had to build a roaring complex of computers and supply it with enough electricity to light up an entire town, all this just to approximate the question-answering part of the organ we carry in our heads. Unlike Watson, our thinking machines can run for hours on just a cup of coffee and a donut.

Q: What was most surprising to you about Watson’s behavior?

A: Two things: First, its speed. When researchers describe all of the work it takes for a machine to make sense of a question and hunt down possible answers, it makes perfect sense that the process would take a computer two hours. And in the beginning, it did. The fact that they engineered that two-hour process into a mere three seconds is astounding.

The second surprise was that Watson could be so amazingly smart on one question, then laughably clueless on the next. How could it ever conclude that the Russian word for good-bye would be "cholesterol"? How could it confuse Oliver Twist with the Pet Shop Boys? But you know what? I found that when I watched Watson screw up, I had even greater appreciation for the work involved when it got things right. If it got everything right, Watson wouldn’t be the fallible (and entertaining) machine that it is. It would just be magic--which really is not nearly as impressive.

Q: So who is in charge of picking the clues for the final match? Do you think the arrangements for the match are fair?

A: In the end, Jeopardy chose 30 games that the writers had prepared for the Jeopardy season that began in the summer of 2010—before they knew for sure that a man-machine match would take place. Each of the games was given a number. Then they had an outside compliance company select two of the games by number. I think they’ve made the game as fair as possible.

I should add that Watson’s scientific test comes from a bigger set of matches. The machine took on human champions in 56 matches in the fall of 2010. It won a majority of those matches. And for the field of question-answering, those games mean more than the televised showdown, simply because there are more of them.

Q: If you had to place bets, who do you think will win the match?

A: I would bet on the computer, because there’s only one computer facing two humans. Ken Jennings and Brad Rutter will compete against each other in areas where humans are presumably strongest—clues associated with puns, humor, and difficult context. The computer, I would think, might dominate in the factual realms it "understands." That said, I’d never wager much on one game. One lucky Daily Double or Final Jeopardy can decide a single match.

Q: Should people who don’t watch Jeopardy care about this story? If so, why?

A: Jeopardy is just a showcase for a new type of machine. Look, we’re going to be living with these things, working with them, and using them as external lobes of our brains. Final Jeopardy follows the education of one such machine. Readers, I’m hoping, will get a feel for its potential as well as its limitations. And that will help them understand what skills and knowledge they’ll need to carry around in their own heads. Of course, I’m also hoping they’ll enjoy the story.

Q: Doesn’t Google already answer all our questions? What makes Watson so special?

A: Google is so useful that we sometimes forget how much more it could tell us. First, it doesn’t answer questions. It usually just points in the direction of the information we’re looking for and leaves the rest of the brain work to us. Watson, by contrast, puts together pieces of information from different sources and comes up with answers or hypotheses. A simple example. Let’s say you want to buy a dog for your aging parents. It has to be small, quiet, well-behaved, able to tolerate long periods indoors, and friendly enough to sit on a lap. A hunt for such a dog on a search engine would require lots of different searches (unless someone had happened to write an article about precisely that challenge). But a machine like Watson would understand the sentence in English, read through several thousand documents, and put together a list of candidate dogs. It acts much more like a knowledgeable person.

Q: Did Watson become more or less "human-like" to you over the course of the project?

A: It’s funny. When it’s playing Jeopardy, I find myself referring to it as “him .” But when you hang around with the researchers, the human evaporates and Watson returns to its truer form, that of an enormously sophisticated computer program. Sometimes it’s tempting to think of Watson as a “brain.” But as you deal with it, you see that it’s not even close to a full brain. It just handles information retrieval and question-answering. In short, it’s a tool.

Q: How does the rest of the computing world see Watson? Is this the true path to Artificial Intelligence?

A: Many folks in AI resent Watson, some of them to the point of loathing. You see, there’s this dream of building machines that blend the intelligence of humans with the data-processing wizardry of computers. For people who hold that vision—and many still do—Watson is almost a false prophet. In the realm of Jeopardy, it acts like a human. But instead of processing information the way we do, it just crunches numbers. It doesn’t really know or understand anything, or come up with ideas. Yet it works—and it gets to parade its smarts on national TV! If we as a society settle for machines like Watson, will we continue to fund the ambitious research that seeks to replicate the magic of the human brain? For many, that’s the true path to AI. But as far as I’m concerned, there doesn’t have to be just one path.

Q:How did IBM decide what to name Watson and who created its public image?

A:There was lots of debate within IBM about Watson’s name and image. How human should it be? Many worried that the public would view Watson as scary: a machine that learns our secrets and steals our jobs. So they decided to limit Watson’s human qualities. They would give its friendly, masculine voice a machine-like overtone. And its face, if you could call it that, would simply be a circular avatar—no eyes, nose or mouth, just streaming patterns representing flowing data. Despite these choices, I’ve noticed that fellow Jeopardy players immediately start to respond to Watson as another human—and not necessarily a friendly one. It’s playing the game, after all. And it usually beats them.

As far as the name, IBM entertained loads of possibilities. They considered THINQ, Ace, even EureQA, a blend of Eureka with QA, for question answering. In the end, they picked Watson, for IBM’s founder, Thomas J. Watson. In the literary world, it also fit into the stories of Sherlock Holmes, a master question-answerer. Of course, in those stories, Watson was only the assistant to the true genius. But considering the widespread fears surrounding smart computers, maybe it made sense to name the question-answering machine after Holmes’ plodding number two.

Q:If Watson-like systems do become ubiquitous, what will that mean for humans?

A:There’s no question about it. Machines like Watson are going to become part of our lives. They’ll be manning call centers, answering questions in offices, factories and emergency rooms. And they’ll be available to all of us through our smart phones, often answering spoken questions. This intelligence will become, de facto, part of the human brain. Each one of us will have to figure out how to leverage these smart systems for our own good—and not be replaced by them. Our brains are still the most intricate, complex and brilliant thinking machines on earth. But we have to figure out how to use them in concert with the machinery we’re building.




From Publishers Weekly

Starred Review. Forget chess-a television game show is the ultimate test of a thinking machine. Former Business Week technology writer Baker (The Numerati) delivers a sprightly account of IBM's quest to create a computer program, dubbed Watson, that can win at Jeopardy. Baker deftly explores the immense challenge that Jeopardy-style "question answering" poses to a computer, which must comprehend the nuances, obscurities, and puns of natural language and master everything from Sumerian history to Superbowl winners. Watson is both an information-processing juggernaut, searching millions of documents per second, and a child-like naïf with odd speech impediments that thinks the Al in Alcoa stands for Al Capone (one embarrassing gaffe in a practice match prompted programmers to install a profanity filter). Like a cross between Born Yesterday and 2001: A Space Odyssey, Baker's narrative is both charming and terrifying; as Watson's intelligence relentlessly increases, we envision whole job sectors, from call center operators and marketing analysts to, well, quiz-show contestants, vanishing overnight. The result is an entertaining romp through the field of artificial intelligence-and a sobering glimpse of things to come. The book's final chapter, covering the actual games, which will air in mid-February, was not seen by PW.

Product Details

  • Format: Kindle Edition
  • File Size: 370 KB
  • Publisher: Houghton Mifflin Harcourt; None edition (February 17, 2011)
  • Sold by: Amazon Digital Services
  • Language: English
  • ASIN: B004NNUXTI
  • Text-to-Speech: Enabled
  • Average Customer Review: 4.8 out of 5 stars  See all reviews (30 customer reviews)
  • Amazon Best Sellers Rank: #39,673 Paid in Kindle Store (See Top 100 Paid in Kindle Store)
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23 of 23 people found the following review helpful:
5.0 out of 5 stars Highly Readable and Engaging, February 10, 2011
This is a highly readable and exciting narrative about how a team of computer scientists at IBM built Watson, a machine capable of taking on, and maybe beating, the best Jeopardy! players in the world. The story begins in 2004 when IBM executives are pressing the research division to come up with a high impact "grand challenge" that will be comparable to IBM's chess-playing computer that was able to defeat the best player in the world. Jeopardy! is suggested as the next challenge, but initially no one is willing to take it on because it's seen as almost impossibly difficult and likely to result in damage to both careers and the company's reputation.

The book follows the story from there, telling how the team eventually accepted the challenge, began to build the system and then overcame problems along the way. There's lots of interesting detail such as how the team selected which information Watson needed to know about, and how they used machine learning to improve its performance. The book also covers the negotiations between IBM and Sony (owner of the Jeopardy! game show), sparring matches with former contestants on the show, and how the public relations, design and marketing side was handled. The book is engaging and fun throughout with many amusing stories, such as how during a test match, when asked to come up with a certain four-letter word, Watson responded with "What is %@$#." That required the team to develop a profanity filter.

The book also contains a more general discussion of research in artificial intelligence and how other experts in the field view the Watson project. It is non-technical and easy to read. Anyone interested in the broader implications of the advances taking place in artificial intelligence and robotics should be sure to also read The Lights in the Tunnel: Automation, Accelerating Technology and the Economy of the Future, which looks at how these technologies may affect society, the job market and the economy down the line. Overall, this is a great book that will be of interest to anyone interested in either the Jeopardy! show or artificial intelligence.

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13 of 13 people found the following review helpful:
5.0 out of 5 stars Rare to have this much fun reading a book AND to learn so much!, February 9, 2011
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Len Edgerly (Cambridge, MA United States) - See all my reviews
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Stephen Baker's account of the creation and teaching of IBM's Watson computer, preparing it for the climactic Jeopardy contest with the two top living human Jeopardy champions, is a delight to read AND a highly informative overview of artificial intelligence and the role computers will play in our lives from here on out. You get to know and appreciate the complex, talented characters of the story at IBM and in Hollywood. The growing sense of drama makes the book un-put-downable. Will IBM's engineers prepare Watson to figure out the pun-filled, playful and quirky categories of Jeopardy? Will the Hollywood execs agree to fair terms of engagement? And, most intriguingly, who will win the final showdown?

I love what Baker's publisher has done with the Kindle version of this book - making the first 11 chapters available well before the showdown Jeopardy match airs on Feb. 14-15-16. After the actual match took place, in great secrecy, Baker wrote the final chapter of his book, which will arrive as a Kindle download the day after the final match, when the hardcover will also be available, with all the chapters. This is a fantastic use of e-book technology, so bravo to Houghton Mifflin for such a clever and Kindle-friendly innovation.

[...]
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8 of 8 people found the following review helpful:
5.0 out of 5 stars Fantastic Book!!!, February 12, 2011
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Heard the author's interview with Len Edgerly on the Kindle Chronicles on February 5, 2011 (TKC 133). Had to purchase and read the book after listening. I finished the book last night and am looking forward now to the match this next week. I learned a lot about what IBM had to do to get ready for the match and the problems that needed to be overcome. I would recommend this book to anyone who would like to know about AI and especially about the people who are working on this project. I am thankful to the publisher for putting the book out in e-book form prior to the match. I really look forward to reading the last chapter this next week!!!
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More About the Author

Started out as journalist at The Black River Tribune, in Ludlow, Vermont. But I wanted to be a foreign correspondent. I freelanced in Spain and Argentina, got a jobs as a reporter at The Daily Journal in Caracas, Venezuela and later, The El Paso Herald-Post. Finally got a job as BusinessWeek's bureau chief in Mexico City, where I stayed for 5 and a half years and where my wife and I started our family (3 boys). We moved on to Pittsburgh, where I got interested in technology, and Paris (four years), before moving back to BusinessWeek in New York. I did a cover story, Math Will Rock Your World, in early 2006. It led to The Numerati.

Shortly before leaving BusinessWeek, in December, 2009, I was visiting IBM Headquarters. Over lunch there I heard about the Jeopardy computer that researchers were building. This seemed like the perfect project for me. I was interested in teaching machines to make sense of language and come up with answers, and I thought I could tell the story of Watson, the Jeopardy robot, almost as a sports story. It starts putting together a team--the comp sci equivalent of spring training--and it culminates with a championship game. That's the story of Final Jeopardy, which comes out in February of 2011.


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