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PDF⋙ Scaling up Machine Learning

Scaling up Machine Learning

Scaling up Machine Learning

Scaling up Machine Learning PDF, ePub eBook D0wnl0ad

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.

From reader reviews:

Ann Fout:

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Mildred Olsen:

As a college student exactly feel bored to reading. If their teacher questioned them to go to the library or even make summary for some reserve, they are complained. Just small students that has reading's spirit or real their passion. They just do what the teacher want, like asked to the library. They go to generally there but nothing reading critically. Any students feel that reading is not important, boring and also can't see colorful photographs on there. Yeah, it is being complicated. Book is very important in your case. As we know that on this time, many ways to get whatever you want. Likewise word says, many ways to reach Chinese's country. Therefore , this Scaling up Machine Learning can make you sense more interested to read.




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