Items related to Scaling up Machine Learning: Parallel and Distributed...
Synopsis
This integrated collection covers a range of parallelization platforms, concurrent programming frameworks and machine learning settings, with case studies.
"synopsis" may belong to another edition of this title.
About the Authors
Ron Bekkerman is a computer engineer and scientist whose experience spans across disciplines from video processing to business intelligence. Currently a senior research scientist at LinkedIn, he previously worked for a number of major companies including Hewlett-Packard and Motorola. Bekkerman's research interests lie primarily in the area of large-scale unsupervised learning. He is the corresponding author of several publications in top-tier venues, such as ICML, KDD, SIGIR, WWW, IJCAI, CVPR, EMNLP and JMLR.
Mikhail Bilenko is a researcher in the Machine Learning and Intelligence group at Microsoft Research. His research interests center on machine learning and data mining tasks that arise in the context of large behavioral and textual datasets. Bilenko's recent work has focused on learning algorithms that leverage user behavior to improve online advertising. His papers have been published at KDD, ICML, SIGIR, and WWW among other venues, and he has received best paper awards from SIGIR and KDD.
John Langford is a computer scientist working as a senior researcher at Yahoo! Research. Previously, he was affiliated with the Toyota Technological Institute and IBM T. J. Watson Research Center. Langford's work has been published at conferences and in journals including ICML, COLT, NIPS, UAI, KDD, JMLR and MLJ. He received the Pat Goldberg Memorial Best Paper Award, as well as best paper awards from ACM EC and WSDM. He is also the author of the popular machine learning weblog, hunch.net.
"About this title" may belong to another edition of this title.
- PublisherCambridge University Press
- Publication date2018
- ISBN 10 1108461743
- ISBN 13 9781108461740
- BindingPaperback
- LanguageEnglish
- Number of pages491
- EditorBekkerman Ron, Bilenko Mikhail, Langford John
- Rating
Search results for Scaling up Machine Learning: Parallel and Distributed...
Seller Image
Scaling Up Machine Learning : Parallel and Distributed Approaches
Published by
Cambridge University Press, 2018
ISBN 10: 1108461743
ISBN 13: 9781108461740
New
Softcover
Seller: GreatBookPrices, Columbia, MD, U.S.A.
Seller rating 5 out of 5 stars
Condition: New. Seller Inventory # 31817623-n
Quantity: Over 20 available
Stock Image
Scaling up Machine Learning: Parallel and Distributed Approaches
Published by
Cambridge University Press, 2018
ISBN 10: 1108461743
ISBN 13: 9781108461740
New
Softcover
Seller: Lucky's Textbooks, Dallas, TX, U.S.A.
Seller rating 5 out of 5 stars
Condition: New. Seller Inventory # ABLIING23Mar2317530283953
Quantity: Over 20 available
Stock Image
Scaling up Machine Learning: Parallel and Distributed Approaches
Published by
Cambridge University Press, 2018
ISBN 10: 1108461743
ISBN 13: 9781108461740
New
Softcover
Seller: California Books, Miami, FL, U.S.A.
Seller rating 5 out of 5 stars
Condition: New. Seller Inventory # I-9781108461740
Quantity: Over 20 available
Seller Image
Scaling Up Machine Learning : Parallel and Distributed Approaches
Published by
Cambridge University Press, 2018
ISBN 10: 1108461743
ISBN 13: 9781108461740
Used
Softcover
Seller: GreatBookPrices, Columbia, MD, U.S.A.
Seller rating 5 out of 5 stars
Condition: As New. Unread book in perfect condition. Seller Inventory # 31817623
Quantity: Over 20 available
Stock Image
Scaling up Machine Learning: Parallel and Distributed Approaches
Published by
Cambridge University Press, 2018
ISBN 10: 1108461743
ISBN 13: 9781108461740
New
Paperback
Seller: Revaluation Books, Exeter, United Kingdom
Seller rating 5 out of 5 stars
Paperback. Condition: Brand New. 1st reprint edition. 492 pages. 9.88x7.01x1.50 inches. In Stock. This item is printed on demand. Seller Inventory # __1108461743
Quantity: 1 available
Stock Image
Scaling up Machine Learning (Paperback)
Published by
Cambridge University Press, Cambridge, 2018
ISBN 10: 1108461743
ISBN 13: 9781108461740
New
Paperback
Seller: Grand Eagle Retail, Fairfield, OH, U.S.A.
Seller rating 5 out of 5 stars
Paperback. Condition: new. Paperback. This book presents an integrated collection of representative approaches for scaling up machine learning and data mining methods on parallel and distributed computing platforms. Demand for parallelizing learning algorithms is highly task-specific: in some settings it is driven by the enormous dataset sizes, in others by model complexity or by real-time performance requirements. Making task-appropriate algorithm and platform choices for large-scale machine learning requires understanding the benefits, trade-offs and constraints of the available options. Solutions presented in the book cover a range of parallelization platforms from FPGAs and GPUs to multi-core systems and commodity clusters, concurrent programming frameworks including CUDA, MPI, MapReduce and DryadLINQ, and learning settings (supervised, unsupervised, semi-supervised and online learning). Extensive coverage of parallelization of boosted trees, SVMs, spectral clustering, belief propagation and other popular learning algorithms, and deep dives into several applications, make the book equally useful for researchers, students and practitioners. In many practical situations it is impossible to run existing machine learning methods on a single computer, because either the data is too large or the speed and throughput requirements are too demanding. Researchers and practitioners will find here a variety of machine learning methods developed specifically for parallel or distributed systems, covering algorithms, platforms and applications. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781108461740
Quantity: 1 available
Stock Image
Scaling up Machine Learning
Published by
Cambridge University Press CUP, 2018
ISBN 10: 1108461743
ISBN 13: 9781108461740
New
Softcover
Seller: Books Puddle, New York, NY, U.S.A.
Seller rating 4 out of 5 stars
Condition: New. Seller Inventory # 26376285547
Quantity: 1 available
Stock Image
Scaling Up Machine Learning: Parallel and Distributed Approaches
Published by
Cambridge University Press 2018-03-29, 2018
ISBN 10: 1108461743
ISBN 13: 9781108461740
New
Paperback
Seller: Chiron Media, Wallingford, United Kingdom
Seller rating 5 out of 5 stars
Paperback. Condition: New. Seller Inventory # 6666-GRD-9781108461740
Quantity: 1 available
Stock Image
Scaling up Machine Learning: Parallel and Distributed Approaches
Published by
Cambridge University Press, 2018
ISBN 10: 1108461743
ISBN 13: 9781108461740
New
Softcover
Seller: Ria Christie Collections, Uxbridge, United Kingdom
Seller rating 5 out of 5 stars
Condition: New. In. Seller Inventory # ria9781108461740_new
Quantity: Over 20 available
Stock Image
Scaling Up Machine Learning: Parallel and Distributed Approaches
Published by
Cambridge University Press 2018-03-29, 2018
ISBN 10: 1108461743
ISBN 13: 9781108461740
New
Paperback
Seller: Chiron Media, Wallingford, United Kingdom
Seller rating 5 out of 5 stars
Paperback. Condition: New. Seller Inventory # 6666-IUK-9781108461740
Quantity: 10 available