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Building upon the knowledge introduced in The Data Science
Framework, this book provides a comprehensive and detailed
examination of each aspect of Data Analytics, both from a
theoretical and practical standpoint. The book
explains representative algorithms associated with
different techniques, from their theoretical foundations to their
implementation and use with software tools. Designed as a textbook
for a Data Analytics Fundamentals course, it is divided into seven
chapters to correspond with 16 weeks of lessons, including both
theoretical and practical exercises. Each chapter is dedicated to a
lesson, allowing readers to dive deep into each topic with detailed
explanations and examples. Readers will learn the theoretical
concepts and then immediately apply them to practical exercises to
reinforce their knowledge. And in the lab sessions, readers will
learn the ins and outs of the R environment and data science
methodology to solve exercises with the R language. With detailed
solutions provided for all examples and exercises, readers can use
this book to study and master data analytics on their own. Whether
you're a student, professional, or simply curious about data
analytics, this book is a must-have for anyone looking to expand
their knowledge in this exciting field.
This edited book first consolidates the results of the EU-funded
EDISON project (Education for Data Intensive Science to Open New
science frontiers), which developed training material and
information to assist educators, trainers, employers, and research
infrastructure managers in identifying, recruiting and inspiring
the data science professionals of the future. It then deepens the
presentation of the information and knowledge gained to allow for
easier assimilation by the reader. The contributed chapters are
presented in sequence, each chapter picking up from the end point
of the previous one. After the initial book and project overview,
the chapters present the relevant data science competencies and
body of knowledge, the model curriculum required to teach the
required foundations, profiles of professionals in this domain, and
use cases and applications. The text is supported with appendices
on related process models. The book can be used to develop new
courses in data science, evaluate existing modules and courses,
draft job descriptions, and plan and design efficient
data-intensive research teams across scientific disciplines.
This edited book first consolidates the results of the EU-funded
EDISON project (Education for Data Intensive Science to Open New
science frontiers), which developed training material and
information to assist educators, trainers, employers, and research
infrastructure managers in identifying, recruiting and inspiring
the data science professionals of the future. It then deepens the
presentation of the information and knowledge gained to allow for
easier assimilation by the reader. The contributed chapters are
presented in sequence, each chapter picking up from the end point
of the previous one. After the initial book and project overview,
the chapters present the relevant data science competencies and
body of knowledge, the model curriculum required to teach the
required foundations, profiles of professionals in this domain, and
use cases and applications. The text is supported with appendices
on related process models. The book can be used to develop new
courses in data science, evaluate existing modules and courses,
draft job descriptions, and plan and design efficient
data-intensive research teams across scientific disciplines.
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Software Process Improvement - 16th European Conference, EuroSPI 2009, Alcala (Madrid), Spain, September 2-4, 2009, Proceedings (Paperback, 2009 ed.)
Rory O'Connor, Nathan Baddoo, Juan J. Cuadrado-Gallego, Ricardo Rejas Muslera, Kari Smolander, …
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R1,563
Discovery Miles 15 630
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Ships in 10 - 15 working days
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This textbook is intended for SPI (software process improvement)
managers and - searchers, quality managers, and experienced project
and research managers. The papers constitute the research
proceedings of the 16th EuroSPI (European Software Process
Improvement, www.eurospi.net) conference held in Alcala (Madrid
region), September 2-4, 2009, Spain. Conferences have been held
since 1994 in Dublin, 1995 in Vienna (Austria), 1997 in Budapest
(Hungary), 1998 in Gothenburg (Sweden), 1999 in Pori (Finland),
2000 in Copenhagen (Denmark), 2001 in Limerick (Ireland), 2002 in
Nuremberg (G- many), 2003 in Graz (Austria), 2004 in Trondheim
(Norway), 2005 in Budapest (Hungary), 2006 in Joensuu (Finland),
2007 in Potsdam (Germany), 2008 in Dublin (Ireland), and 2009 in
Alcala (Spain). EuroSPI established an experience library
(library.eurospi.net) which will be conti- ously extended over the
next few years and will be made available to all attendees. EuroSPI
also created an umbrella initiative for establishing a European
Qualification Network in which different SPINs and national
initiatives join mutually beneficial collaborations (ECQA -
European Certification and Qualification Association,
www.ecqa.org). With a general assembly during October 15-16, 2007
through Euro-SPI partners and networks, in collaboration with the
European Union (supported by the EU L- nardo da Vinci Programme) a
European certification association has been created
(www.eu-certificates.org, www.ecqa.org) for the IT and services
sector to offer SPI knowledge and certificates to industry,
establishing close knowledge transfer links between research and
industry.
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Software Process and Product Measurement - International Conference, IWSM-MENSURA 2007, Palma de Mallorca, Spain, November 5-8, 2007, Revised Papers (Paperback)
Juan J. Cuadrado-Gallego, Rene Braungarten, Reiner R. Dumke, Alain Abran
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R1,580
Discovery Miles 15 800
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Ships in 10 - 15 working days
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Since 1990 the International Workshop on Software Measurement
(IWSM) has been celebrated annually in Montr eal (Qu ebec), Canada,
and di?erent places all over Germany by turns. The Montr eal
editions were organized by the Soft- 1 ware Engineering Research
Laboratory (GELOG) of the Ecole de technologie sup erieure (ETS) at
the University of Qu ebec at Montr eal (UQAM), which is directed by
Professor Alain Abran. The German editions were organized 2 jointly
by the Software Measurement Laboratory (SMLAB) of the Otto-von-
Guericke-UniversityMagdeburg, Germany,
whichisdirectedbyProfessorReiner R. Dumke; and the German-speaking
user association for software metrics and 3 e?ort estimation (DASMA
e. V.) . Partially, the editions of IWSM were held jointly with the
DASMA Software Metrik Kongress (MetriKon). 4 Organized by an
initiative of Jos e Javier Dolado from the University of 5 the
Basque Country at San Sebastian and Juan J. Cuadrado-Gallego from
the University of Alcal a in Madrid the ?rst edition of the
International Conference onSoftwareMeasurement(Mensura) couldbe
convenedin C adiz, Spainin 2006. Motivated by this success and with
the ?rst edition of Mensura ?nding special approval, the organizers
of IWSM and Mensura decided to complement each other and, thus, to
organize the next conference edition together. In November 2007,
the typical convention month for both conferences, that joint
conference was held in Palma de Mallorca, Spain."
Since 1990 the International Workshop on Software Measurement
(IWSM)has th been held annually and is now in its 19 edition. The
International Conference on Software Process and Product
Measurement (Mensura) was initiated in 2006 and is now in its third
edition. The editions of IWSM/Mensura have been c- bined since 2007
to foster research, practice and exchange of experiences and best
practices in software processes and products measurement. The 2009
e- tionswereheldduringNovember4-6,2009inAmsterdam,
organizedjointlywith 1 The Netherlands Association for Software
Measurement (NESMA) and kindly 2 hosted by Hogeschool van Amsterdam
. Today the pressure for more e?cient software development
processes del- ering appropriate quality is constantly increasing.
But who knows how e?cient one's own current development process
actually is and whether the quality of delivered products is really
appropriate? Did we substantially improve with all the improvement
e?ort spent? How can we answer all these questions if not by
measuring both software processes and software products?
Softwaremeasurement is a key technologywith which to manageand to
c- trol software development projects. Measurement is essential of
any engineering activity, by increasing the scienti?c and technical
knowledge for both the pr- tice of software development and for
empirical research in software technology.
IWSM/MENSURAfacilitatestheexchangeofsoftwaremeasurementexperiences
between theory and practice.
Softwareprocessevaluationandimprovementrequirequanti?edmethodsand
technologies. Issues such as the applicability of measures and
metrics to so- ware, the e?ciency of measurement programs in
industry and the theoretical foundations of software engineering
have been researched in order to evaluate and improve modern
software development approaches.
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Software Process and Product Measurement - International Conferences IWSM 2008, Metrikon 2008, and Mensura 2008 Munich, Germany, November 18-19, 2008. Proceedings (Paperback, 2008 ed.)
Reiner R. Dumke, Rene Braungarten, Gunter Buren, Alain Abran, Juan J. Cuadrado-Gallego
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R1,607
Discovery Miles 16 070
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Ships in 10 - 15 working days
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Since 1990 the International Workshop on Software Measurement
(IWSM)has beencelebratedannuallyalternatingbetweenMontr
eal(Canada)andvariouscities acrossGermany.TheMontr
ealeditionshavebeenorganizedbytheSoftwareEn- 1
gineeringResearchLaboratory(GELOG) oftheEcoledetechnologiesup
erieure- UniversiteduQu ebec,
whichisdirectedbyProf.AlainAbran.TheGermaneditions 2
havebeenorganizedjointlybytheSoftwareMeasurementLaboratory(SMLAB)
ofthe Otto vonGuerickeUniversityMagdeburg(Germany), whichis
directedby Prof.Reiner R. Dumke; and the Germanassociationfor
software metrics and ef- 3 fortestimation(DASMAe.V.),
whichisledbyManfredBundschuhandGun ] ter B]
uren.ThebiennialeditionsofIWSMinGermanyhasbeenheldjointlywiththe 4
DASMASoftwareMetricsCongress(MetriKon) since2002.MetriKonisayearly
event,
conductedeveryotheryearforaGerman-speakingaudienceatchanging-
tionallocationsforbest-practicesharingofsoftwaremeasurementtopics,
bringing thebestandrenownedGerman-speakingexpertsofthe?eldtogether.
The?rsttwoeditionsoftheInternationalConferenceonSoftwareProcessand
5 Product Measurement(Mensura) were organizedby Juan J.
Cuadrado-Gallego from the University of Alcal a (Spain) and
convened in C adiz (Spain) in 2006 together with IWSM in Palma de
Mallorca (Spain) in 2007. To foster research,
practiceandexchangeofexperiencesandbestpracticesinsoftwareprocessesand
product measurement, the 2008 editions of IWSM / MetriKon / Mensura
were combined. The conferences were held during November 18-20,
2008 in Munich (Germany) and kindly hosted by Siemens AG.
ThisvolumecomprisestheproceedingsofIWSM/MetriKon/Mensura2008 and
consistsofthe ?nal paperspresentedat these joint events.Eachone of
these papers has been thoroughly revised and extended in order to
be accepted for publication. The IWSM / MetriKon / Mensura Steering
Committee is proud to have-once more-obtainedthe approvalof
Springer to publish the second edition of the joint conference
proceedings in the prestigiousLecture Notes in Computer Science
(LNCS) series. We hope to maintain this collaboration for the
future editions of these joint events."
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