Producing High-Quality Figures Using SAS/GRAPH and ODS Graphics Procedures

Download Producing High-Quality Figures Using SAS/GRAPH and ODS Graphics Procedures PDF Online Free

Author :
Publisher : CRC Press
ISBN 13 : 1482207028
Total Pages : 280 pages
Book Rating : 4.4/5 (822 download)

DOWNLOAD NOW!


Book Synopsis Producing High-Quality Figures Using SAS/GRAPH and ODS Graphics Procedures by : Charlie Chunhua Liu

Download or read book Producing High-Quality Figures Using SAS/GRAPH and ODS Graphics Procedures written by Charlie Chunhua Liu and published by CRC Press. This book was released on 2015-02-06 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book demonstrates how to create commonly used figures and plots with SAS/GRAPH and ODS Graphics procedures. It provides all the details on selecting the right figure formats, options, and fonts. In-depth instructions and SAS programs using procedures in both SAS/GRAPH and ODS Graphics show how to generate sample figures in listing graphics formats and ODS document files. Each chapter includes practical examples and SAS programs. Readers can easily modify the SAS programs to develop high-quality figures to meet their own needs.

Clinical Graphs Using SAS

Download Clinical Graphs Using SAS PDF Online Free

Author :
Publisher : SAS Institute
ISBN 13 : 1629602078
Total Pages : 270 pages
Book Rating : 4.6/5 (296 download)

DOWNLOAD NOW!


Book Synopsis Clinical Graphs Using SAS by : Sanjay Matange

Download or read book Clinical Graphs Using SAS written by Sanjay Matange and published by SAS Institute. This book was released on 2016-03-21 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: SAS users in the Health and Life Sciences industry need to create complex graphs to analyze biostatistics data and clinical data, and they need to submit drugs for approval to the FDA. Graphs used in the HLS industry are complex in nature and require innovative usage of the graphics features. Clinical Graphs Using SAS® provides the knowledge, the code, and real-world examples that enable you to create common clinical graphs using SAS graphics tools, such as the Statistical Graphics procedures and the Graph Template Language. This book describes detailed processes to create many commonly used graphs in the Health and Life Sciences industry. For SAS® 9.3 and SAS® 9.4 it covers many improvements in the graphics features that are supported by the Statistical Graphics procedures and the Graph Template Language, many of which are a direct result of the needs of the Health and Life Sciences community. With the addition of new features in SAS® 9.4, these graphs become positively easy to create. Topics covered include the usage of SGPLOT procedure, the SGPANEL procedure and the Graph Template Language for the creation of graphs like forest plots, swimmer plots, and survival plots.

The Little SAS Book

Download The Little SAS Book PDF Online Free

Author :
Publisher : SAS Institute
ISBN 13 : 1642953431
Total Pages : 512 pages
Book Rating : 4.6/5 (429 download)

DOWNLOAD NOW!


Book Synopsis The Little SAS Book by : Lora D. Delwiche

Download or read book The Little SAS Book written by Lora D. Delwiche and published by SAS Institute. This book was released on 2019-10-11 with total page 512 pages. Available in PDF, EPUB and Kindle. Book excerpt: A classic that just keeps getting better, The Little SAS Book is essential for anyone learning SAS programming. Lora Delwiche and Susan Slaughter offer a user-friendly approach so that readers can quickly and easily learn the most commonly used features of the SAS language. Each topic is presented in a self-contained, two-page layout complete with examples and graphics. Nearly every section has been revised to ensure that the sixth edition is fully up-to-date. This edition is also interface-independent, written for all SAS programmers whether they use SAS Studio, SAS Enterprise Guide, or the SAS windowing environment. New sections have been added covering PROC SQL, iterative DO loops, DO WHILE and DO UNTIL statements, %DO statements, using variable names with special characters, the ODS EXCEL destination, and the XLSX LIBNAME engine. This title belongs on every SAS programmer's bookshelf. It's a resource not just to get you started, but one you will return to as you continue to improve your programming skills. Learn more about the updates to The Little SAS Book, Sixth Edition here. Reviews for The Little SAS Book, Sixth Edition can be read here.

Statistical Graphics in SAS

Download Statistical Graphics in SAS PDF Online Free

Author :
Publisher : Sas Inst
ISBN 13 : 9781607644859
Total Pages : 211 pages
Book Rating : 4.6/5 (448 download)

DOWNLOAD NOW!


Book Synopsis Statistical Graphics in SAS by : Warren F. Kuhfeld

Download or read book Statistical Graphics in SAS written by Warren F. Kuhfeld and published by Sas Inst. This book was released on 2010 with total page 211 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Graph Template Language (GTL) and the Statistical Graphics (SG) procedures are powerful new additions to SAS for creating high-quality statistical graphics. Warren F. Kuhfeld's "Statistical Graphics in SAS: An Introduction to the Graph Template Language and the Statistical Graphics Procedures" provides a parallel and example-driven introduction to the SG procedures and the GTL. Most graphs in the book are produced in at least two ways. Each example provides prototype code for getting started with the GTL and with the SG procedures. While you do not need to write a template to make many useful graphs, understanding the GTL enables you to create custom graphs that cannot be produced by the SG procedures. Knowing the GTL also helps you modify the sometimes complex templates that SAS provides. Written for anyone interested in statistical graphics, Statistical Graphics in SAS is a comprehensive introduction to these two aspects of ODS Graphics. It helps you understand the basics of what you can do with the SG procedures as well as how you can go beyond that by using the full power of the GTL.

SAS Programming and Data Visualization Techniques

Download SAS Programming and Data Visualization Techniques PDF Online Free

Author :
Publisher : Apress
ISBN 13 : 1484205685
Total Pages : 251 pages
Book Rating : 4.4/5 (842 download)

DOWNLOAD NOW!


Book Synopsis SAS Programming and Data Visualization Techniques by : Philip R. Holland

Download or read book SAS Programming and Data Visualization Techniques written by Philip R. Holland and published by Apress. This book was released on 2015-08-19 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: SAS Programming and Data Visualization Techniques: A Power User’s Guide brings together a wealth of ideas about strategic and tactical solutions to everyday situations experienced when transferring, extracting, processing, analyzing, and reporting the valuable data you have at your fingertips. Best, you can achieve most of the solutions using the SAS components you already license, meaning that this book’s insights can keep you from throwing money at problems needlessly. Author Philip R. Holland advises a broad range of clients throughout Europe and the United States as an independent consultant and founder of Holland Numerics Ltd, a SAS technical consultancy. In this book he explains techniques—through code samples and example—that will enable you to increase your knowledge of all aspects of SAS programming, improve your coding productivity, and interface SAS with other programs. He also provides an expert’s overview of Graph Templates, which was recently moved into Base SAS. You will learn to create attractive, standardized, reusable, and platform-independent graphs—both statistical and non-statistical—to help you and your business users explore, visualize, and capitalize on your company’s data. In addition, you will find many examples and cases pertaining to healthcare, finance, retail, and other industries. Among other things, SAS Programming and Data Visualization Techniques will show you how to: Write efficient and reus able SAS code Combine look-up data sets with larger data sets effectively Run R and Perl from SAS Run SAS programs from SAS Studio and Enterprise Guide Output data into insightful, valuable charts and graphs SAS Programming and Data Visualization Techniques prepares you to make better use of your existing SAS components by learning to use the newest features, improve your coding efficiency, help you develop applications that are easier to maintain, and make data analysis easier. In other words, it will save you time, money, and effort—and make you a more valuable member of the development team. What You'll Learn How to write more efficient SAS code—either code that runs quicker, code that is easier to maintain, or both How to do more with the SAS components you already license How to take advantage of the newest features in SAS How to interface external applications with SAS software How to create graphs using SAS ODS Graphics Who This Book Is For SAS programmers wanting to improve their existing programming skills, and programming managers wanting to make better use of the SAS software they already license.

SAS Graphics for Clinical Trials by Example

Download SAS Graphics for Clinical Trials by Example PDF Online Free

Author :
Publisher : SAS Institute
ISBN 13 : 195236597X
Total Pages : 205 pages
Book Rating : 4.9/5 (523 download)

DOWNLOAD NOW!


Book Synopsis SAS Graphics for Clinical Trials by Example by : Kriss Harris

Download or read book SAS Graphics for Clinical Trials by Example written by Kriss Harris and published by SAS Institute. This book was released on 2020-11-25 with total page 205 pages. Available in PDF, EPUB and Kindle. Book excerpt: Create industry-compliant graphs with this practical guide for professionals Analysis of clinical trial results is easier when the data is presented in a visual form. However, clinical graphs must conform to specific guidelines in order to satisfy regulatory agency requirements. If you are a programmer working in the health care and life sciences industry and you want to create straightforward, visually appealing graphs using SAS, then this book is designed specifically for you. Written by two experienced practitioners, the book explains why certain graphs are requested, gives the necessary code to create the graphs, and shows you how to create graphs from ADaM data sets modeled on real-world CDISC pilot study data. SAS Graphics for Clinical Trials by Example demonstrates step-by-step how to create both simple and complex graphs using Graph Template Language (GTL) and statistical graphics procedures, including the SGPLOT and SGPANEL procedures. You will learn how to generate commonly used plots such as Kaplan-Meier plots and multi-cell survival plots as well as special purpose graphs such as Venn diagrams and interactive graphs. Because your graph is only as good as the aesthetic appearance of the output, you will learn how to create a custom style, change attributes, and set output options. Whether you are just learning how to produce graphs or have been working with graphs for a while, this book is a must-have resource to solve even the most challenging clinical graph problems.

Statistical Graphics Procedures by Example

Download Statistical Graphics Procedures by Example PDF Online Free

Author :
Publisher : SAS Institute
ISBN 13 : 1607648873
Total Pages : 370 pages
Book Rating : 4.6/5 (76 download)

DOWNLOAD NOW!


Book Synopsis Statistical Graphics Procedures by Example by : Sanjay Matange

Download or read book Statistical Graphics Procedures by Example written by Sanjay Matange and published by SAS Institute. This book was released on 2014-11-29 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sanjay Matange and Dan Heath's Statistical Graphics Procedures by Example: Effective Graphs Using SAS shows the innumerable capabilities of SAS Statistical Graphics (SG) procedures. The authors begin with a general discussion of the principles of effective graphics, ODS Graphics, and the SG procedures. They then move on to show examples of the procedures' many features. The book is designed so that you can easily flip through it, find the graph you need, and view the code right next to the example. Among the topics included are how to combine plot statements to create custom graphs; customizing graph axes, legends, and insets; advanced features, such as annotation and attribute maps; tips and tricks for creating the optimal graph for the intended usage; real-world examples from the health and life sciences domain; and ODS styles. The procedures in Statistical Graphics Procedures by Example are specifically designed for the creation of analytical graphs. That makes this book a must-read for analysts and statisticians in the health care, clinical trials, financial, and insurance industries. However, you will find that the examples here apply to all fields. This book is part of the SAS Press program.

SAS and R

Download SAS and R PDF Online Free

Author :
Publisher : CRC Press
ISBN 13 : 1466584491
Total Pages : 473 pages
Book Rating : 4.4/5 (665 download)

DOWNLOAD NOW!


Book Synopsis SAS and R by : Ken Kleinman

Download or read book SAS and R written by Ken Kleinman and published by CRC Press. This book was released on 2014-07-17 with total page 473 pages. Available in PDF, EPUB and Kindle. Book excerpt: An Up-to-Date, All-in-One Resource for Using SAS and R to Perform Frequent Tasks The first edition of this popular guide provided a path between SAS and R using an easy-to-understand, dictionary-like approach. Retaining the same accessible format, SAS and R: Data Management, Statistical Analysis, and Graphics, Second Edition explains how to easily perform an analytical task in both SAS and R, without having to navigate through the extensive, idiosyncratic, and sometimes unwieldy software documentation. The book covers many common tasks, such as data management, descriptive summaries, inferential procedures, regression analysis, and graphics, along with more complex applications. New to the Second Edition This edition now covers RStudio, a powerful and easy-to-use interface for R. It incorporates a number of additional topics, including using application program interfaces (APIs), accessing data through database management systems, using reproducible analysis tools, and statistical analysis with Markov chain Monte Carlo (MCMC) methods and finite mixture models. It also includes extended examples of simulations and many new examples. Enables Easy Mobility between the Two Systems Through the extensive indexing and cross-referencing, users can directly find and implement the material they need. SAS users can look up tasks in the SAS index and then find the associated R code while R users can benefit from the R index in a similar manner. Numerous example analyses demonstrate the code in action and facilitate further exploration. The datasets and code are available for download on the book’s website.

Sas/Graph

Download Sas/Graph PDF Online Free

Author :
Publisher :
ISBN 13 : 9781642955934
Total Pages : 250 pages
Book Rating : 4.9/5 (559 download)

DOWNLOAD NOW!


Book Synopsis Sas/Graph by : Robert Allison

Download or read book Sas/Graph written by Robert Allison and published by . This book was released on 2019-08-28 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: Robert Allison's SAS/GRAPH: Beyond the Basics collects examples that demonstrate a variety of techniques you can use to create custom graphs using SAS/GRAPH software. SAS/GRAPH is known for its flexibility and power, but few people know how to use it to its full potential. Written for the SAS programmer with experience using Base SAS to work with data, the book includes examples that can be used in a variety of industry sectors. SAS/GRAPH: Beyond the Basics will help you create the exact graph you want.

Statistical Analysis of Medical Data Using SAS

Download Statistical Analysis of Medical Data Using SAS PDF Online Free

Author :
Publisher : CRC Press
ISBN 13 : 9781584884699
Total Pages : 450 pages
Book Rating : 4.8/5 (846 download)

DOWNLOAD NOW!


Book Synopsis Statistical Analysis of Medical Data Using SAS by : Geoff Der

Download or read book Statistical Analysis of Medical Data Using SAS written by Geoff Der and published by CRC Press. This book was released on 2005-09-20 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt: Statistical analysis is ubiquitous in modern medical research. Logistic regression, generalized linear models, random effects models, and Cox's regression all have become commonplace in the medical literature. But while statistical software such as SAS make routine application of these techniques possible, users who are not primarily statisticians must take care to correctly implement the various procedures and correctly interpret the output. Statistical Analysis of Medical Data Using SAS demonstrates how to use SAS to analyze medical data. Each chapter addresses a particular analysis method. The authors briefly describe each procedure, but focus on its SAS implementation and properly interpreting the output. The carefully designed presentation relegates the theoretical details to "Displays," so that the code and results can be explored without interruption. All of the code and data sets used in the book are available for download from either the SAS Web site or www.crcpress.com. Der and Everitt, authors of the best-selling Handbook of Statistical Analyses Using SAS, bring all of their considerable talent and experience to bear in this book. Step-by-step instructions, lucid explanations and clear examples combine to form an outstanding, self-contained guide--suitable for medical researchers and statisticians alike--to using SAS to analyze medical data.

A Modern Approach to Regression with R

Download A Modern Approach to Regression with R PDF Online Free

Author :
Publisher : Springer Science & Business Media
ISBN 13 : 0387096086
Total Pages : 398 pages
Book Rating : 4.3/5 (87 download)

DOWNLOAD NOW!


Book Synopsis A Modern Approach to Regression with R by : Simon Sheather

Download or read book A Modern Approach to Regression with R written by Simon Sheather and published by Springer Science & Business Media. This book was released on 2009-02-27 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on tools and techniques for building regression models using real-world data and assessing their validity. A key theme throughout the book is that it makes sense to base inferences or conclusions only on valid models. Plots are shown to be an important tool for both building regression models and assessing their validity. We shall see that deciding what to plot and how each plot should be interpreted will be a major challenge. In order to overcome this challenge we shall need to understand the mathematical properties of the fitted regression models and associated diagnostic procedures. As such this will be an area of focus throughout the book. In particular, we shall carefully study the properties of resi- als in order to understand when patterns in residual plots provide direct information about model misspecification and when they do not. The regression output and plots that appear throughout the book have been gen- ated using R. The output from R that appears in this book has been edited in minor ways. On the book web site you will find the R code used in each example in the text.

Statistical Data Analysis Using SAS

Download Statistical Data Analysis Using SAS PDF Online Free

Author :
Publisher : Springer
ISBN 13 : 3319692399
Total Pages : 688 pages
Book Rating : 4.3/5 (196 download)

DOWNLOAD NOW!


Book Synopsis Statistical Data Analysis Using SAS by : Mervyn G. Marasinghe

Download or read book Statistical Data Analysis Using SAS written by Mervyn G. Marasinghe and published by Springer. This book was released on 2018-04-12 with total page 688 pages. Available in PDF, EPUB and Kindle. Book excerpt: The aim of this textbook (previously titled SAS for Data Analytics) is to teach the use of SAS for statistical analysis of data for advanced undergraduate and graduate students in statistics, data science, and disciplines involving analyzing data. The book begins with an introduction beyond the basics of SAS, illustrated with non-trivial, real-world, worked examples. It proceeds to SAS programming and applications, SAS graphics, statistical analysis of regression models, analysis of variance models, analysis of variance with random and mixed effects models, and then takes the discussion beyond regression and analysis of variance to conclude. Pedagogically, the authors introduce theory and methodological basis topic by topic, present a problem as an application, followed by a SAS analysis of the data provided and a discussion of results. The text focuses on applied statistical problems and methods. Key features include: end of chapter exercises, downloadable SAS code and data sets, and advanced material suitable for a second course in applied statistics with every method explained using SAS analysis to illustrate a real-world problem. New to this edition: • Covers SAS v9.2 and incorporates new commands • Uses SAS ODS (output delivery system) for reproduction of tables and graphics output • Presents new commands needed to produce ODS output • All chapters rewritten for clarity • New and updated examples throughout • All SAS outputs are new and updated, including graphics • More exercises and problems • Completely new chapter on analysis of nonlinear and generalized linear models • Completely new appendix Mervyn G. Marasinghe, PhD, is Associate Professor Emeritus of Statistics at Iowa State University, where he has taught courses in statistical methods and statistical computing. Kenneth J. Koehler, PhD, is University Professor of Statistics at Iowa State University, where he teaches courses in statistical methodology at both graduate and undergraduate levels and primarily uses SAS to supplement his teaching.

The Art of R Programming

Download The Art of R Programming PDF Online Free

Author :
Publisher : No Starch Press
ISBN 13 : 1593273843
Total Pages : 404 pages
Book Rating : 4.5/5 (932 download)

DOWNLOAD NOW!


Book Synopsis The Art of R Programming by : Norman Matloff

Download or read book The Art of R Programming written by Norman Matloff and published by No Starch Press. This book was released on 2011-10-11 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: R is the world's most popular language for developing statistical software: Archaeologists use it to track the spread of ancient civilizations, drug companies use it to discover which medications are safe and effective, and actuaries use it to assess financial risks and keep economies running smoothly. The Art of R Programming takes you on a guided tour of software development with R, from basic types and data structures to advanced topics like closures, recursion, and anonymous functions. No statistical knowledge is required, and your programming skills can range from hobbyist to pro. Along the way, you'll learn about functional and object-oriented programming, running mathematical simulations, and rearranging complex data into simpler, more useful formats. You'll also learn to: –Create artful graphs to visualize complex data sets and functions –Write more efficient code using parallel R and vectorization –Interface R with C/C++ and Python for increased speed or functionality –Find new R packages for text analysis, image manipulation, and more –Squash annoying bugs with advanced debugging techniques Whether you're designing aircraft, forecasting the weather, or you just need to tame your data, The Art of R Programming is your guide to harnessing the power of statistical computing.

Introduction to Aircraft Flight Mechanics

Download Introduction to Aircraft Flight Mechanics PDF Online Free

Author :
Publisher : AIAA
ISBN 13 : 9781600860782
Total Pages : 666 pages
Book Rating : 4.8/5 (67 download)

DOWNLOAD NOW!


Book Synopsis Introduction to Aircraft Flight Mechanics by : Thomas R. Yechout

Download or read book Introduction to Aircraft Flight Mechanics written by Thomas R. Yechout and published by AIAA. This book was released on 2003 with total page 666 pages. Available in PDF, EPUB and Kindle. Book excerpt: Based on a 15-year successful approach to teaching aircraft flight mechanics at the US Air Force Academy, this text explains the concepts and derivations of equations for aircraft flight mechanics. It covers aircraft performance, static stability, aircraft dynamics stability and feedback control.

Business Statistics Made Easy in SAS

Download Business Statistics Made Easy in SAS PDF Online Free

Author :
Publisher : SAS Institute
ISBN 13 : 1629600466
Total Pages : 384 pages
Book Rating : 4.6/5 (296 download)

DOWNLOAD NOW!


Book Synopsis Business Statistics Made Easy in SAS by : Gregory Lee

Download or read book Business Statistics Made Easy in SAS written by Gregory Lee and published by SAS Institute. This book was released on 2015-10-30 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is designed to teach businesspeople, students, and others core statistical concepts and applications. It begins with absolute core principles and takes you through an overview of statistics, data and data collection, an introduction to SAS, and basic statistics (descriptive statistics and basic associational statistics). It provides an overview of statistical modeling, effect size, statistical significance and power testing, basics of linear regression, introduction to comparison of means, basics of chi-square tests for categories, extrapolating statistics to business outcomes, and some topical issues in statistics, such as big data, simulation, machine learning, and data warehousing. It teaches the core ideas of statistics through methods such as careful, intuitive written explanations, easy-to-follow diagrams, step-by-step technique implementation, and interesting metaphors. --

Principles of Data Management and Presentation

Download Principles of Data Management and Presentation PDF Online Free

Author :
Publisher : Univ of California Press
ISBN 13 : 0520289943
Total Pages : 282 pages
Book Rating : 4.5/5 (22 download)

DOWNLOAD NOW!


Book Synopsis Principles of Data Management and Presentation by : John P. Hoffmann

Download or read book Principles of Data Management and Presentation written by John P. Hoffmann and published by Univ of California Press. This book was released on 2017-07-03 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: Why research? -- Developing research questions -- Data -- Principles of data management -- Finding and using secondary data -- Primary and administrative data -- Working with missing data -- Principles of data presentation -- Designing tables for data presentations -- Designing graphics for data presentations

Deep Learning for Numerical Applications with SAS (Hardcover Edition)

Download Deep Learning for Numerical Applications with SAS (Hardcover Edition) PDF Online Free

Author :
Publisher :
ISBN 13 : 9781642953565
Total Pages : 234 pages
Book Rating : 4.9/5 (535 download)

DOWNLOAD NOW!


Book Synopsis Deep Learning for Numerical Applications with SAS (Hardcover Edition) by : Henry Bequet

Download or read book Deep Learning for Numerical Applications with SAS (Hardcover Edition) written by Henry Bequet and published by . This book was released on 2019-08-16 with total page 234 pages. Available in PDF, EPUB and Kindle. Book excerpt: Foreword by Oliver Schabenberger, PhD Executive Vice President, Chief Operating Officer and Chief Technology Officer SAS Dive into deep learning! Machine learning and deep learning are ubiquitous in our homes and workplaces-from machine translation to image recognition and predictive analytics to autonomous driving. Deep learning holds the promise of improving many everyday tasks in a variety of disciplines. Much deep learning literature explains the mechanics of deep learning with the goal of implementing cognitive applications fueled by Big Data. This book is different. Written by an expert in high-performance analytics, Deep Learning for Numerical Applications with SAS introduces a new field: Deep Learning for Numerical Applications (DL4NA). Contrary to deep learning, the primary goal of DL4NA is not to learn from data but to dramatically improve the performance of numerical applications by training deep neural networks. Deep Learning for Numerical Applications with SAS presents deep learning concepts in SAS along with step-by-step techniques that allow you to easily reproduce the examples on your high-performance analytics systems. It also discusses the latest hardware innovations that can power your SAS programs: from many-core CPUs to GPUs to FPGAs to ASICs. This book assumes the reader has no prior knowledge of high-performance computing, machine learning, or deep learning. It is intended for SAS developers who want to develop and run the fastest analytics. In addition to discovering the latest trends in hybrid architectures with GPUs and FPGAS, readers will learn how to Use deep learning in SAS Speed up their analytics using deep learning Easily write highly parallel programs using the many task computing paradigms