By Frank Nielsen

This mild creation to excessive functionality Computing (HPC) for Data
technology utilizing the Message Passing Interface (MPI) usual has been
designed as a primary direction for undergraduates on parallel programming on
allotted reminiscence versions, and calls for merely easy programming notions.

into elements the 1st half covers excessive functionality computing utilizing
C++ with the Message Passing Interface (MPI) average via a
second half delivering high-performance info analytics on desktop

In the 1st half, the elemental notions of blocking off
versus non-blocking point-to-point communications, international communications
(like broadcast or scatter) and collaborative computations (reduce),
with Amdalh and Gustafson speed-up legislation are defined ahead of addressing
parallel sorting and parallel linear algebra on laptop clusters. The
common ring, torus and hypercube topologies of clusters are then
explained and worldwide verbal exchange methods on those topologies are
studied. this primary half closes with the MapReduce (MR) version of
computation well-suited to processing immense facts utilizing the MPI framework.

the second one half, the booklet makes a speciality of high-performance information analytics.
Flat and hierarchical clustering algorithms are brought for facts
exploration in addition to tips on how to application those algorithms on laptop
clusters, through computing device studying class, and an
introduction to graph analytics. This half closes with a concise
introduction to info core-sets that allow mammoth information difficulties be amenable to
tiny information problems.

Exercises are incorporated on the finish of every
chapter to ensure that scholars to perform the thoughts realized, and a
final part comprises an total examination which permits them to guage how
good they've got assimilated the fabric coated within the book.

Show description

Read Online or Download Introduction to HPC with MPI for Data Science (Undergraduate Topics in Computer Science) PDF

Similar data mining books

Robust Data Mining (SpringerBriefs in Optimization)

Information uncertainty is an idea heavily similar with such a lot genuine lifestyles purposes that contain facts assortment and interpretation. Examples are available in information bought with biomedical tools or different experimental thoughts. Integration of sturdy optimization within the latest facts mining innovations objective to create new algorithms resilient to errors and noise.

Data Mining Mobile Devices

With today’s shoppers spending extra time on their mobiles than on their desktops, new equipment of empirical stochastic modeling have emerged which can supply sellers with distinctive information regarding the goods, content material, and prone their clients wish. information Mining cellular units defines the gathering of machine-sensed environmental facts relating human social habit.

Information Security Analytics: Finding Security Insights, Patterns, and Anomalies in Big Data

Details protection Analytics can provide insights into the perform of analytics and, extra importantly, how one can make the most of analytic options to spot developments and outliers that won't be attainable to spot utilizing conventional defense research recommendations. info defense Analytics dispels the parable that analytics in the info safety area is restricted to simply defense incident and occasion administration structures and simple community research.

Big Data Analytics Using Multiple Criteria Decision-Making Models (Operations Research Series)

A number of standards selection Making (MCDM) is a subfield of Operations examine, facing determination making difficulties. A decision-making challenge is characterised by means of the necessity to opt for one or a couple of between a few possible choices. the sector of MCDM assumes distinct significance during this period of huge info and company Analytics.

Additional info for Introduction to HPC with MPI for Data Science (Undergraduate Topics in Computer Science)

Example text

Download PDF sample

Rated 4.19 of 5 – based on 50 votes