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The Voice in the Machine: Building Computers That Understand Speech (MIT Press), by Roberto Pieraccini, Lawrence Rabiner
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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?
- Sales Rank: #930010 in eBooks
- Published on: 2012-03-23
- Released on: 2012-03-23
- Format: Kindle eBook
Review
With the explosive growth in speech applications on Android, iPhone and other devices, The Voice in the Machine is a timely read. It relates the 50+ year quest to develop voice recognition and synthesis, explains how the technologies work, and contains enough anecdotes to make it fun.
(Alfred Z. Spector, Vice President of Research, Google, Inc.)There are many books on speech technology, but this is the first to explain the technology against a backdrop of the broader forces that have shaped the field. This will become a must-read text for those interested in what speech technology is and how it has developed.
(Robert Dale, Centre for Language Technology, Macquarie University)Roberto Pieraccini's fascinating book takes us on a tour of human speech, modern techniques for speech understanding and generation, and the problems of deploying it in real industrial applications. By using examples, he conveys the essence of modern statistical speech processing without resorting to mathematics. This book is both entertaining and educational, and highly recommended.
(Steve Young, Professor of Information Engineering, University of Cambridge)This is a fascinating tour of the development of modern speech technologies and applications…A wonderful historical account of the growth of speech technology.
(Choice) About the Author
Roberto Pieraccini, Director of ICSI, the International Computer Science Institute in Berkeley, California, has been active for more than thirty years in speech research and technology.
Most helpful customer reviews
4 of 4 people found the following review helpful.
Phenomenal read!!
By Murray Spiegel
Roberto Pieraccini's The Voice in the Machine is a phenomenal read. I found myself enjoying every single page. The writing is clear, precise, personal, folksy, with entertaining anecdotes. As I got closer to the end of the book, I became sadder and sadder, realizing that the time when I would be entertained and educated by Roberto was drawing to a close.
Mostly about developments in the speech recognition field (for completeness, Pieraccini has one chapter on Text-to-Speech), it's a very well-written, comprehensive survey of the history and current developments in speech technology.
It covers everything from the earliest attempts, through all the government-sponsored ARPA speech recognition challenges, to recent commercial deployments. The book would well serve as a reference for a college course or just for leisure reading: it's the best example I've ever seen of a book that explains concepts behind complex math, intuitively, without using a single equation. Roberto's writing style could almost be called poetic. It definitely conveys the passion behind the science. You must get this!
3 of 3 people found the following review helpful.
Good Overview
By Samir Bajaj
Having just completed a course in NLP, I was looking for an introduction to speech processing in order to prep for more advanced reading on the subject. Pieraccini's book was just what I needed.
The author starts out by describing in convincing detail why human speech is so complex and difficult to understand, and to recreate in a lab or a commercial setting. He then goes on to describe early attempts inspired by AI, eventually arriving at statistical approaches that are the basis of most modern speech processing systems.
I like the book in its broad coverage, and while I do realize that the book is not aimed at techies, I'd have appreciated a little more coverage of HMMs and EM.
At a handful of places, there are some editing oversights that are simply disappointing for a book from a writer of this caliber (Ch. 5: "...De Mori, who pursued a brilliant carrier first at McGill..." -- career, not carrier).
Nonetheless, the book is a good read for someone interested in this technology.
1 of 1 people found the following review helpful.
Fantastic overview of the speech biz
By Jonathan Bloom
As someone who has been in the speech industry for quite some time, I can tell you this book is a terrific starting point for business people and students alike. Pierracini's great anecdotes are what makes this so enjoyable. Whether it's HAL 9000 or Victor Hugo he is employing to convey his point, the author makes learning enjoyable.
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