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Overcome performance difficulties in R with a range of exciting techniques and solutions

About This Book

• Benchmark and profile R programs to solve performance bottlenecks
• Combine the ease of use and flexibility of R with the power of big data tools
• Filled with practical techniques and useful code examples to process large data sets more efficiently

Who This Book Is For

This book is for programmers and developers who want to improve the performance of their R programs by making them run faster with large data sets or who are trying to solve a pesky performance problem.

What You Will Learn

• Benchmark and profile R programs to solve performance bottlenecks
• Understand how CPU, memory, and disk input/output constraints can limit the performance of R programs
• Optimize R code to run faster and use less memory
• Use compiled code in R and other languages such as C to speed up computations
• Harness the power of GPUs for computational speed
• Process data sets that are larger than memory using disk-based memory and chunking
• Tap into the capacity of multiple CPUs using parallel computing
• Leverage the power of advanced database systems and Big Data tools from within R

In Detail

With the increasing use of information in all areas of business and science, R provides an easy and powerful way to analyze and process the vast amounts of data involved. It is one of the most popular tools today for faster data exploration, statistical analysis, and statistical modeling and can generate useful insights and discoveries from large amounts of data.

Through this practical and varied guide, you will become equipped to solve a range of performance problems in R programming. You will learn how to profile and benchmark R programs, identify bottlenecks, assess and identify performance limitations from the CPU, identify memory or disk input/output constraints, and optimize the computational speed of your R programs using great tricks, such as vectorizing computations. You will then move on to more advanced techniques, such as compiling code and tapping into the computing power of GPUs, optimizing memory consumption, and handling larger-than-memory data sets using disk-based memory and chunking.

• Sales Rank: #889830 in Books
• Published on: 2015-01-30
• Released on: 2015-01-29
• Original language: English
• Number of items: 1
• Dimensions: 9.25" h x .40" w x 7.50" l, .0 pounds
• Binding: Paperback
• 180 pages

About the Author

Aloysius Lim

Aloysius Lim has a knack for translating complex data and models into easy-to-understand insights. As cofounder of About People, a data science and design consultancy, he loves solving problems and helping others to find practical solutions to business challenges using data. His breadth of experience―7 years in the government, education, and retail industries―equips him with unique perspectives to find creative solutions.

William Tjhi

William Tjhi is a data scientist with years of experience working in academia, government, and industry. He began his data science journey as a PhD candidate researching new algorithms to improve the robustness of high-dimensional data clustering. Upon receiving his doctorate, he moved from basic to applied research, solving problems among others in molecular biology and epidemiology using machine learning. He published some of his research in peer-reviewed journals and conferences. With the rise of Big Data, William left academia for industry, where he started practicing data science in both business and public sector settings. William is passionate about R and has been using it as his primary analysis tool since his research days. He was once part of Revolution Analytics, and there he contributed to make R more suitable for Big Data.

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3 of 3 people found the following review helpful.
Practical examples and detailed explanations
By Christian S.
I enjoyed reading this book and following the code examples.

The first chapter does a good job explaining the internals of R and analyzing its performance characteristics.
It does not dissect the complete language (for that I would recommend you Advanced R from Hadley) but the important parts which impact performance.

The second chapter shows you several tools and techniques to measure and profile your code.

The simple tweaks chapters are quite illustrative and have very interesting examples.
For example just switching the BLAS version included with R with the one that comes with Mac OS X shows great performance improvement.
It explains and gives you advice on how to choose the right data structures. Don't make everything a data.frame!

One of the most interesting chapters for me was Processing Large Datasets with Limited RAM.
With the size of current available datasets, the amount of RAM available becomes an issue.
The author discusses several techniques and libraries to deal with this issue.

Another well explained section is Parallel Computing. It has very nice examples as well.
This topic is really important to fully utilize the CPUs we have paid for in our PCs.

I also liked the GPU chapter, I was not aware of the GPU support in R.
It is a very nice surprise and if you don't have a computer with GPUs you can try one of the Amazon AMIs the author suggests.
GPUs are the state-of-the-art in Deep Learning and it is great to see that R has libraries that support it.

The last chapter introduces the use of R and Hadoop to deal with large scale processing.
It gives you a nice step-by-step setup so you can try in Amazon.

In summary I recommend this book, although the content is broad, it gives you enough for you to start going deeper in any of these topics.

1 of 1 people found the following review helpful.
Aloysius and William cover the code execution benchmarking techniques at the beginning very well and then make you embark on won
By A. Zubarev
R High Performance Programming is probably a unique book in terms of the material covered, I just have not see yet to date a book that is dedicated to increasing the computational capacity of the R language.

And I need to state frankly, since R has left the academic circles a long time ago and now is being used more and more in applications involving the Big Data calibre of projects a developer or an R user needs to understand its limitations and perhaps even be able to shrug off some misconceptions that surface on and off about the R’s Big Data suitability.

This book will make you prepared to cope with those who encroach on R’s capability to process petabytes of data. Bedsides, since the authors have a very broad outlook on the technologies and succeeded to cover very difficult topics in simple terms this book actually is of an asset to any software developer, using any language on any platform

What do you need for this book: preferably a *NIX based 64 bit machine capable enough to run a Virtual Machine with an NVIDIA GPU. An Amazon EWS account. Eclipse R Add on (R Studio was cited as storing object state). A Windows user will be able to learn as much, but some of the libraries covered in the book (just a few) were not ported to Windows at the time of my reading.

Aloysius and William cover the code execution benchmarking techniques at the beginning very well and then make you embark on wonderful journey to exploring an array of CRAN packages, third party tools and frameworks, the book includes the use of Hadoop, PostgreSQL, MonetDB (vertical data store), Pivotal SciDB, and more so you will not be limited to a narrow subset of tools to use under your belt, it will be something like dirking from the firehose!

I read this book in one breath, it is was just that a fascinating journey. I now think I need to come back, and read several chapters of immense interest to me: code pre-compilation (just so easy to take advantage of), the FF, dplyr and BigMemory package (just take advantage of somebody giving you a hand). I will experiment with at least one database, perhaps MonetDB as being at fingertips reach.

If I had a small complaint that would be for the absence of the statistical visualizations code – I just would like to benchmark my own improvements.

All in all, it is a fantastic book, thank you Aloysius and William! A very timely release Packt!

My verdict, is it a superb reading!

2 of 2 people found the following review helpful.
Two good books trying to coexist in one body
By Daniel Lee
R High Performance Programming is a fun book if you're interested in optimizing computation speed in R, especially if you're working with large amounts of data. I found the code examples easy to follow and the author did a good job of showing and interpreting profiling results.

Although the book has some nice examples on how to improve performance in R, and it also did a pretty good job of explaining why R's implementation can lead to bottlenecks, I had the impression that it was in the middle of an identity crisis. There was a lot of discussion of general tips on how to optimize code - preallocating data structures, using types with small memory footprints, identifying speed bottlenecks to optimize effectively, principles of parallelization - the sections that covered these issues were fairly shallow. I would expect that most readers are already familiar with the general principles outlined in the book, so they weren't the most helpful tips I've found. This becomes increasingly clear when you look at the examples the author shows you - if you're able to use the packages he introduces for using R with a GPU or Hadoop, you're already familiar with the tricks he describes.

In my opinion, the book would have been a lot more useful, had the author decided either to write about optimizing code in dynamic languages in general and then going into more detail, or if he would have made a cookbook that goes into more depth on the packages he introduced. Your mileage may vary, but although the book was well written, I would have profited more from a cookbook or even just a short summary of available packages with kurt descriptions.

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[I593.Ebook] Ebook Free Business Research: Enjoy Creating, Developing and Writing Your Business Project, by Wilson Ng, Elayne Coakes

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A student-led guide, Business Research is for student researchers who need to conceive, conduct, and complete a new research project for the first time. Rather than looking at business research as a scientific set of procedures, Ng and Coakes concentrate on the business organization and give practical advice on going out into the field and conducting interviews, researching problems and learning about organizations.

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• Sales Rank: #315860 in Books
• Published on: 2013-11-28
• Original language: English
• Number of items: 1
• Dimensions: 9.00" h x .49" w x 6.00" l, .73 pounds
• Binding: Paperback
• 232 pages

Review
Undergraduate and graduate students conducting business research

About the Author

Dr. Wilson Ng leads and delivers business research methods modules for undergraduate and postgraduate students at the University of Roehampton in London. He is a Visiting Professor at two European universities: UNICA (Universit� degli studi di Cagliari) in Italy and BEM (Bordeaux Management School) in France.

Dr. Elayne Coakes teaches business research methods at the University of Westminster.

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[U529.Ebook] Free PDF How You Can Have Confidence and Power in Dealing With People, by Les Giblin

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• Sales Rank: #2292500 in Books
• Brand: Brand: Wilshire Book Co
• Published on: 1978-06
• Original language: English
• Number of items: 1
• Binding: Paperback
• 64 pages

Features

• Used Book in Good Condition

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[L682.Ebook] Download Ebook The Network Society, by Jan A G M van Dijk

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The Network Society is now more than ever the essential guide to the past, consequences and future of digital communication. Fully revised, this Third Edition covers crucial new issues and updates. This book remains an accessible, comprehensive, must-read introduction to how new media function in contemporary society.

• Sales Rank: #1644468 in Books
• Brand: Brand: SAGE Publications Ltd
• Published on: 2012-05-14
• Released on: 2012-05-14
• Original language: English
• Number of items: 1
• Dimensions: 9.53" h x .76" w x 6.69" l, 1.35 pounds
• Binding: Paperback
• 336 pages

Features

• Used Book in Good Condition

Review
If you want to understand or teach the complex, interdisciplinary, and intriguing foundations for and social implications about one of the most significant social and technical transformations in communication history, this is the book. It is wide-ranging, integrative, literate, comprehensive, theoretical and practical, sometimes contrarian, thoughtful, encyclopedic, and moral
Ronald E. Rice
Arthur N. Rupe Professor in the Social Effects of Mass Communication, University of California Santa Barbara

This new edition provides deep interdisciplinary insight into the significance of new media in our lives. It outlines why we need to understand the frictions between increasingly intelligent machines and the desires of human beings. It does so with great clarity, providing a very valuable measured and critical assessment of the process of becoming a network society
Professor Robin Mansell
London School of Economics and Political Science

Jan Van Dijk draws from multiple theoretical perspectives to characterize historical trends across many sectors of network societies. His conclusion - that the Internet and related new media amplify rather than transform an array of global trends - will inform and stimulate debate about the implications of the communication revolution. The Network Society would be an excellent text for courses on the social role of the Internet and related new media
William H. Dutton
Professor of Internet Studies, Oxford Internet Institute, University of Oxford

The core concept in this book is network 2.0. In a network 2.0 age, the Internet becomes a key channel for social networking. This book truly recognizes societal changes made by technical improvement in digital media. Each chapter is written in a clear and succinct way. It is strongly recommended as a requirement text for both researchers and policy-makers
Han Woo Park
Department of Media & Communication, YeungNam University, South Korea

About the Author

Jan A.G.M. van Dijk is an internationally recognized expert in the field of communication, his specific interest being new media studies.� Van Dijk is the author of The Network Society (SAGE, 2012) and co-editor of Digital Democracy: Issues of Theory and Practice (SAGE, 2000).� He is an advisor of the European Commission in the Information Society Forum.� As a professor of Communication Science at Twente University,�van Dijk teaches and develops the sociology of the information society, in particular the social-cultural, political, and organizational aspects.�

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1 of 2 people found the following review helpful.
brilliant, highly informative book
By raphael cohen-almagor
This is a brilliant, highly informative book about the Internet. Its organization is simple and constructive. Chapter 3 is about technology. Chapter 4 concerns the economy of the Internet. Chapter 5 is about network politics, E-participation and its democratization powers. Chapter 6 concerns legal aspects, including E-governance, intellectual property rights, and the right to privacy. Chapter 7 is about space and time in the Network society. Chapter 8 relates to Digital Culture. Chapter 9 is on the psychology of the Internet: perception, cognition and the New Media.

This is a thought-provoking, intelligent and insightful book.

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One of the most influential books on prayer ever written, The Kneeling Christian, though small, is big on the theology of prayer. In a truly interesting style, the author (an "unknown Christian") simply goes to the Scripture and points out how important prayer is to the life of a believer. The first chapter alone is worth the price of admission. In it, the author states that a person's greatest regret, once in heaven, will be to look back and wonder why he or she didn't pray more. When a person realizes how much can be gained by praying, it should astound us that we don't spend more time on our knees. This is one book worth reading--and re-reading--every single year. Because its message is truly timeless, it never grows old. Highly recommended to new and longer-standing Christians of every persuasion!

• Sales Rank: #55344 in Books
• Published on: 2013-01-19
• Original language: English
• Number of items: 1
• Dimensions: 9.00" h x .24" w x 6.00" l, .34 pounds
• Binding: Paperback
• 106 pages

Review

Since its first publication, The Kneeling Christian has helped hundreds of thousands of believers discover the key to God s treasure house of blessing. This classic book on prayer, written by 'An Unknown Author' sometime before the 1930 s, answers the most basic and often-asked questions Christians have about prayer: How shall I pray? What is prayer? Must I agonize? Does God always answer prayer? Who may pray?

Prayer, though an essential part of Christian experience, remains mysterious to many believers. The author set about to familiarize Christians with the source of power available to them through prayer. According to The Kneeling Christian, All real growth in the spiritual life--all victory over temptation, all confidence and peace in the presence of difficulties and dangers, all repose of spirit in times of great disappointment or loss, all habitual communion with God--depends on the practice of secret prayer.

This powerful, time-tested book points the way toward communion with God and all the life-changing benefits that derive from it. --This text refers to an alternate Paperback edition. --From the Back Cover

From the Back Cover
Since its first publication, The Kneeling Christian has helped hundreds of thousands of believers discover the key to God's treasure house of blessing. This classic book on prayer, written by 'An Unknown Author' sometime before the 1930's, answers the most basic and often-asked questions Christians have about prayer: 'How shall I pray?' 'What is prayer?' 'Must I agonize?' 'Does God always answer prayer?' 'Who may pray?' Prayer, though an essential part of Christian experience, remains mysterious to many believers. The author set about to familiarize Christians with the source of power available to them through prayer. According to The Kneeling Christian, 'All real growth in the spiritual life--all victory over temptation, all confidence and peace in the presence of difficulties and dangers, all repose of spirit in times of great disappointment or loss, all habitual communion with God--depends on the practice of secret prayer.' This powerful, time-tested book points the way toward communion with God and all the life-changing benefits that derive from it.

About the Author
The author is unknown.

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36 of 36 people found the following review helpful.
The most influencial book on Prayer I've ever read
By Gary Osborne
My title says it all. This small book is big on the theology of prayer. But it isn't written in a text book manner. Instead, this "unknown Christian" simply goes to the Scripture and points out to the reader how important prayer is to the life of a believer. The first chapter alone gets your attention. In it the author states that a person's greatest regret, once in heaven, will be to look back and wonder why he or she didn't pray more. When a person realizes how much can be gained by praying, it should astound us that we don't do it more.
This is one of the few books I own that is such a classic that I read it every year. It never grows old, because its message is truly timeless. I highly recommend it to new and older Christians of every persuasion!

22 of 22 people found the following review helpful.
A "must read" for Christians desiring a powerful prayer life
By A Customer
An Unknown Christian expresses eloquently the reasons God calls us to prayer; what prayer is; the awesome power of God and His right to receive all honor and respect from His children; hindrances to prayer, and God's incredible promises to those who pray with a pure, unselfish motive for the sake of His Kingdom. This book has been an exceptional encouragement to me, and any Christian who reads it, I believe, will be taught more about effective, fervent prayer that touches the heart of God. The author addresses real issues which we all must grapple with and settle in our own hearts if we are to pursue a deeper life of prayer.

19 of 19 people found the following review helpful.
Beware, Reading this Book might change your life!
By riderone@esu.edu
This book is invaluable. All you need is a Christian with a will to grow, this book , and the Holy Spirit, and your life will be changed!

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[Z904.Ebook] Ebook Free Organizational Capability: Competing from the Inside Out

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• Published on: 1601
• Binding: Hardcover

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[J124.Ebook] Download Automotive Service Management: The High Performance Shop, by Mitch Schneider

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Gain the expertise required for success in one of the hottest segments of the automotive industry! This pioneering, eight-book series leads users to an understanding of the principles and procedures needed to manage an automotive services facility. Written by a National Automotive Service Advisory Panel member and former host of the "Tech Tips" segment on the popular "Truckin' USA" television show, each book contains proven solutions for effectively tackling challenges faced by today's professional automotive service managers. The rationale for automotive services management as a unique discipline is also explained, making this series a great resource for professionals and those interested in Auto Service Management as their career path.

• Sales Rank: #1780386 in Books
• Brand: Brand: Cengage Learning
• Published on: 2003-07-21
• Original language: English
• Number of items: 1
• Dimensions: 11.00" h x .33" w x 8.50" l, .69 pounds
• Binding: Paperback
• 144 pages

Features

• Used Book in Good Condition

About the Author
Mitch Schneider is a fourth generation "mechanic/technician" and is a frequent speaker at major conventions and meetings of automotive industry trade organizations. Schneider is also an award-winning journalist and is a regular contributor and senior contributing editor for Motor Age magazine. He provides commentary on the evolving relationship between service dealers, jobbers, warehouse directors and manufacturers. Schneider has also appeared on the TNN cable show "Truckin USA" where he hosted the "Tech Tips" segment. In addition to operating the award-winning Schneider's Automotive for 22 years in Simi Valley,CA, he is also the president and founder of Schneider's Future-Tech, a service company specializing in conducting management seminars for automotive service dealers, jobbers, and warehouse distribution companies, and manufacturers. Finally, Schneider has also served as automotive service dealer spokesperson for the AFTER MARKET AUTOMOTIVE PARTS ALLIANCE, headquarters for AUTO VALUE, ALL PRO & BUMPER to BUMPER and is still seated on their National Automotive Service Advisory Panel.

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0 of 5 people found the following review helpful.
OK but feminist-pandering
By Robert
Although I've just read the first chapter, the author's use of the uber-feminist "her" as the gender comprehensive is jarring. Politics has no place in a book like this, and using "her" as the gender comprehensive just doesn't make any sense (especially since it can be construed as sexist!).

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[H348.Ebook] Fee Download Environmental Hazards: Assessing Risk and Reducing Disaster (Routledge Physical Environment Series), by Prof Keith Smith, Keith Smith

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This substantially revised 3rd Edition of Environmental Hazards, argues that knowledge about hazards and hazard mitigation, must be better applied to reduce death and destruction, particularly in developing countries. All the major rapid onset events which directly threaten humans and what they value are covered:
* tectonic hazards - earthquakes and volcanos
* mass movement hazards
* severe storm hazards
* biophysical hazards - temperature extremes, epidemics and wildfires
* hydrological hazards
* technological hazards.
The revised 3rd Edition includes new material on disaster debates and looks forward to future problems in the 21st century. This important book provides a balanced and up-to-date approach to environmental hazards and is ideally suited to act as a course text.

• Sales Rank: #5198238 in Books
• Published on: 2000-12-02
• Original language: English
• Number of items: 1
• Dimensions: .81" h x 6.18" w x 9.21" l, 1.58 pounds
• Binding: Paperback
• 420 pages

Review
"'The author's master of this complicated subject is reflected in the way the book is clearly written and well-structured...an important accomplishment considering that the subject continues to cry out for debate and action.' - Environmental Politics (on the 2nd Edition) 'In this third edition of Environmental Hazards, Keith Smith has fashioned yet further improvements to what was already a highly readable, well-informed, broad ranging and accessible text. Essential reading for anyone interested in environmental hazards.' - Professor David K.C. Jones, London School of Economics 'An excellent guide to the field of natural hazards: comprehensive, thorough and well-organized.' - David Alexander, University of Massachusetts 'One area that is particularly appreciated by both myself and students is the overview of what a hazard is...the manner in which each hazard is covered, in terms of causes followed by a series of options for mitigation, in both developed and developing countries, is very useful.' - C. Holt, University College Northampton (on the 2nd Edition)"

About the Author
Keith Smith is Professor of Environmental Science and Head of the School of Natural Sciences at the University of Stirling. He has held previous posts at the universities of Liverpool, Durham and Strathclyde as well as at several overseas institutions. His other books include Water in Britain, Principles of Applied Climatology, and (with G.A. Tobin) Human Adjustment to the Flood Hazard

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2 of 3 people found the following review helpful.
Earth's Fury
By Jorge
It is a very clear book, and it has many ilustrations to show the natural hazards in "action".Useful as a reference book for applied Geology.

0 of 0 people found the following review helpful.
Environmental Hazards
By Pamela Bozio
I needed this book for school and it is a very interesting book and very helpful. If you are into emergency management I recommend this book.

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