SlideShare a Scribd company logo
1 of 22
Creating an Optimized  Algorithm in R:  Version 1 October 22, 2009
R : Background ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
R Packages ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Some uses of R ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Seven tips for "surviving" R    ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Writing a Function/ Algorithm in R ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Writing a new stats algorithm ( in R /other language) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Choosing Clustering as the area of interest ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
K Means Clustering using R ,[object Object],[object Object],[object Object]
Writing a Function/ Algorithm in R 2 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Writing a Function/ Algorithm in R 2 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
More ways to write functions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Additionally create new functions use a Plyr ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Quick Recap ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Creating a New Package ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Creating a New Package ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Next Steps ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Optimizing Code ,[object Object],[object Object],[object Object],[object Object],[object Object]
Optimizing Code :Example ,[object Object],[object Object],[object Object],[object Object]
Running R Parallel ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Running R Parallel ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Current Status ,[object Object],[object Object]

More Related Content

What's hot

Java 8 Streams and Rx Java Comparison
Java 8 Streams and Rx Java ComparisonJava 8 Streams and Rx Java Comparison
Java 8 Streams and Rx Java ComparisonJosé Paumard
 
Unsupervised Machine Learning for clone detection
Unsupervised Machine Learning for clone detectionUnsupervised Machine Learning for clone detection
Unsupervised Machine Learning for clone detectionValerio Maggio
 
Introduction to Python - Part Three
Introduction to Python - Part ThreeIntroduction to Python - Part Three
Introduction to Python - Part Threeamiable_indian
 
Clone detection in Python
Clone detection in PythonClone detection in Python
Clone detection in PythonValerio Maggio
 
Introduction to source{d} Engine and source{d} Lookout
Introduction to source{d} Engine and source{d} Lookout Introduction to source{d} Engine and source{d} Lookout
Introduction to source{d} Engine and source{d} Lookout source{d}
 
1183 c-interview-questions-and-answers
1183 c-interview-questions-and-answers1183 c-interview-questions-and-answers
1183 c-interview-questions-and-answersAkash Gawali
 
Pig: Data Analysis Tool in Cloud
Pig: Data Analysis Tool in Cloud Pig: Data Analysis Tool in Cloud
Pig: Data Analysis Tool in Cloud Jianfeng Zhang
 
TDC2016POA | Trilha Programacao Funcional - Ramda JS como alternativa a under...
TDC2016POA | Trilha Programacao Funcional - Ramda JS como alternativa a under...TDC2016POA | Trilha Programacao Funcional - Ramda JS como alternativa a under...
TDC2016POA | Trilha Programacao Funcional - Ramda JS como alternativa a under...tdc-globalcode
 
Introducing Modern Perl
Introducing Modern PerlIntroducing Modern Perl
Introducing Modern PerlDave Cross
 
Perl 101 - The Basics of Perl Programming
Perl  101 - The Basics of Perl ProgrammingPerl  101 - The Basics of Perl Programming
Perl 101 - The Basics of Perl ProgrammingUtkarsh Sengar
 
Real World Haskell: Lecture 7
Real World Haskell: Lecture 7Real World Haskell: Lecture 7
Real World Haskell: Lecture 7Bryan O'Sullivan
 
Let's build a parser!
Let's build a parser!Let's build a parser!
Let's build a parser!Boy Baukema
 
DEFUN 2008 - Real World Haskell
DEFUN 2008 - Real World HaskellDEFUN 2008 - Real World Haskell
DEFUN 2008 - Real World HaskellBryan O'Sullivan
 
Programming in Computational Biology
Programming in Computational BiologyProgramming in Computational Biology
Programming in Computational BiologyAtreyiB
 
Let’s Learn Python An introduction to Python
Let’s Learn Python An introduction to Python Let’s Learn Python An introduction to Python
Let’s Learn Python An introduction to Python Jaganadh Gopinadhan
 

What's hot (20)

Free your lambdas
Free your lambdasFree your lambdas
Free your lambdas
 
Java 8 Streams and Rx Java Comparison
Java 8 Streams and Rx Java ComparisonJava 8 Streams and Rx Java Comparison
Java 8 Streams and Rx Java Comparison
 
Unsupervised Machine Learning for clone detection
Unsupervised Machine Learning for clone detectionUnsupervised Machine Learning for clone detection
Unsupervised Machine Learning for clone detection
 
Introduction to Python - Part Three
Introduction to Python - Part ThreeIntroduction to Python - Part Three
Introduction to Python - Part Three
 
Clone detection in Python
Clone detection in PythonClone detection in Python
Clone detection in Python
 
Introduction to source{d} Engine and source{d} Lookout
Introduction to source{d} Engine and source{d} Lookout Introduction to source{d} Engine and source{d} Lookout
Introduction to source{d} Engine and source{d} Lookout
 
python.ppt
python.pptpython.ppt
python.ppt
 
Python revision tour i
Python revision tour iPython revision tour i
Python revision tour i
 
Python Homework Help
Python Homework HelpPython Homework Help
Python Homework Help
 
1183 c-interview-questions-and-answers
1183 c-interview-questions-and-answers1183 c-interview-questions-and-answers
1183 c-interview-questions-and-answers
 
Clonedigger-Python
Clonedigger-PythonClonedigger-Python
Clonedigger-Python
 
Pig: Data Analysis Tool in Cloud
Pig: Data Analysis Tool in Cloud Pig: Data Analysis Tool in Cloud
Pig: Data Analysis Tool in Cloud
 
TDC2016POA | Trilha Programacao Funcional - Ramda JS como alternativa a under...
TDC2016POA | Trilha Programacao Funcional - Ramda JS como alternativa a under...TDC2016POA | Trilha Programacao Funcional - Ramda JS como alternativa a under...
TDC2016POA | Trilha Programacao Funcional - Ramda JS como alternativa a under...
 
Introducing Modern Perl
Introducing Modern PerlIntroducing Modern Perl
Introducing Modern Perl
 
Perl 101 - The Basics of Perl Programming
Perl  101 - The Basics of Perl ProgrammingPerl  101 - The Basics of Perl Programming
Perl 101 - The Basics of Perl Programming
 
Real World Haskell: Lecture 7
Real World Haskell: Lecture 7Real World Haskell: Lecture 7
Real World Haskell: Lecture 7
 
Let's build a parser!
Let's build a parser!Let's build a parser!
Let's build a parser!
 
DEFUN 2008 - Real World Haskell
DEFUN 2008 - Real World HaskellDEFUN 2008 - Real World Haskell
DEFUN 2008 - Real World Haskell
 
Programming in Computational Biology
Programming in Computational BiologyProgramming in Computational Biology
Programming in Computational Biology
 
Let’s Learn Python An introduction to Python
Let’s Learn Python An introduction to Python Let’s Learn Python An introduction to Python
Let’s Learn Python An introduction to Python
 

Viewers also liked

Offshoring 101 For Statisticians Techies And A
Offshoring 101 For Statisticians Techies And AOffshoring 101 For Statisticians Techies And A
Offshoring 101 For Statisticians Techies And AAjay Ohri
 
Modeling science
Modeling scienceModeling science
Modeling scienceAjay Ohri
 
Analytics what to look for sustaining your growing business-
Analytics   what to look for sustaining your growing business-Analytics   what to look for sustaining your growing business-
Analytics what to look for sustaining your growing business-Ajay Ohri
 
Summer School with DecisionStats brochure
Summer School with DecisionStats brochureSummer School with DecisionStats brochure
Summer School with DecisionStats brochureAjay Ohri
 
Introduction to sas
Introduction to sasIntroduction to sas
Introduction to sasAjay Ohri
 
Ibm big data hadoop summit 2012 james kobielus final 6-13-12(1)
Ibm big data    hadoop summit 2012 james kobielus final 6-13-12(1)Ibm big data    hadoop summit 2012 james kobielus final 6-13-12(1)
Ibm big data hadoop summit 2012 james kobielus final 6-13-12(1)Ajay Ohri
 
Analyze this
Analyze thisAnalyze this
Analyze thisAjay Ohri
 
Big data Big Analytics
Big data Big AnalyticsBig data Big Analytics
Big data Big AnalyticsAjay Ohri
 
Introduction to sas in spanish
Introduction to sas in spanishIntroduction to sas in spanish
Introduction to sas in spanishAjay Ohri
 
Open source analytics
Open source analyticsOpen source analytics
Open source analyticsAjay Ohri
 
March meet up new delhi users- Two R GUIs Rattle and Deducer
March meet up new delhi users- Two R GUIs Rattle and DeducerMarch meet up new delhi users- Two R GUIs Rattle and Deducer
March meet up new delhi users- Two R GUIs Rattle and DeducerAjay Ohri
 
Data analytics using the cloud challenges and opportunities for india
Data analytics using the cloud   challenges and opportunities for india Data analytics using the cloud   challenges and opportunities for india
Data analytics using the cloud challenges and opportunities for india Ajay Ohri
 

Viewers also liked (20)

Offshoring 101 For Statisticians Techies And A
Offshoring 101 For Statisticians Techies And AOffshoring 101 For Statisticians Techies And A
Offshoring 101 For Statisticians Techies And A
 
R stata
R stataR stata
R stata
 
About us ppt
About us pptAbout us ppt
About us ppt
 
Modeling science
Modeling scienceModeling science
Modeling science
 
1 basics
1 basics1 basics
1 basics
 
Analytics what to look for sustaining your growing business-
Analytics   what to look for sustaining your growing business-Analytics   what to look for sustaining your growing business-
Analytics what to look for sustaining your growing business-
 
C1 t1,t2,t3,t4 complete
C1 t1,t2,t3,t4 completeC1 t1,t2,t3,t4 complete
C1 t1,t2,t3,t4 complete
 
Summer School with DecisionStats brochure
Summer School with DecisionStats brochureSummer School with DecisionStats brochure
Summer School with DecisionStats brochure
 
Bd class 2 complete
Bd class 2 completeBd class 2 complete
Bd class 2 complete
 
Introduction to sas
Introduction to sasIntroduction to sas
Introduction to sas
 
Ibm big data hadoop summit 2012 james kobielus final 6-13-12(1)
Ibm big data    hadoop summit 2012 james kobielus final 6-13-12(1)Ibm big data    hadoop summit 2012 james kobielus final 6-13-12(1)
Ibm big data hadoop summit 2012 james kobielus final 6-13-12(1)
 
Analyze this
Analyze thisAnalyze this
Analyze this
 
R basics
R basicsR basics
R basics
 
Big data Big Analytics
Big data Big AnalyticsBig data Big Analytics
Big data Big Analytics
 
Big data gaurav
Big data gauravBig data gaurav
Big data gaurav
 
Introduction to sas in spanish
Introduction to sas in spanishIntroduction to sas in spanish
Introduction to sas in spanish
 
Open source analytics
Open source analyticsOpen source analytics
Open source analytics
 
March meet up new delhi users- Two R GUIs Rattle and Deducer
March meet up new delhi users- Two R GUIs Rattle and DeducerMarch meet up new delhi users- Two R GUIs Rattle and Deducer
March meet up new delhi users- Two R GUIs Rattle and Deducer
 
Data analytics using the cloud challenges and opportunities for india
Data analytics using the cloud   challenges and opportunities for india Data analytics using the cloud   challenges and opportunities for india
Data analytics using the cloud challenges and opportunities for india
 
About us ver2 ppt
About us ver2 pptAbout us ver2 ppt
About us ver2 ppt
 

Similar to Easy R

Internet Technology and its Applications
Internet Technology and its ApplicationsInternet Technology and its Applications
Internet Technology and its Applicationsamichoksi
 
Mapreduce Algorithms
Mapreduce AlgorithmsMapreduce Algorithms
Mapreduce AlgorithmsAmund Tveit
 
Reproducibility with R
Reproducibility with RReproducibility with R
Reproducibility with RMartin Jung
 
Language-agnostic data analysis workflows and reproducible research
Language-agnostic data analysis workflows and reproducible researchLanguage-agnostic data analysis workflows and reproducible research
Language-agnostic data analysis workflows and reproducible researchAndrew Lowe
 
The GO Language : From Beginners to Gophers
The GO Language : From Beginners to GophersThe GO Language : From Beginners to Gophers
The GO Language : From Beginners to GophersAlessandro Sanino
 
R Introduction
R IntroductionR Introduction
R Introductionschamber
 
Article link httpiveybusinessjournal.compublicationmanaging-.docx
Article link httpiveybusinessjournal.compublicationmanaging-.docxArticle link httpiveybusinessjournal.compublicationmanaging-.docx
Article link httpiveybusinessjournal.compublicationmanaging-.docxfredharris32
 
Presentation on use of r statistics
Presentation on use of r statisticsPresentation on use of r statistics
Presentation on use of r statisticsKrishna Dhakal
 
Plunging Into Perl While Avoiding the Deep End (mostly)
Plunging Into Perl While Avoiding the Deep End (mostly)Plunging Into Perl While Avoiding the Deep End (mostly)
Plunging Into Perl While Avoiding the Deep End (mostly)Roy Zimmer
 
Php Reusing Code And Writing Functions
Php Reusing Code And Writing FunctionsPhp Reusing Code And Writing Functions
Php Reusing Code And Writing Functionsmussawir20
 
AWS Hadoop and PIG and overview
AWS Hadoop and PIG and overviewAWS Hadoop and PIG and overview
AWS Hadoop and PIG and overviewDan Morrill
 
course slides -- powerpoint
course slides -- powerpointcourse slides -- powerpoint
course slides -- powerpointwebhostingguy
 
Programming Under Linux In Python
Programming Under Linux In PythonProgramming Under Linux In Python
Programming Under Linux In PythonMarwan Osman
 
Writing a REST Interconnection Library in Swift
Writing a REST Interconnection Library in SwiftWriting a REST Interconnection Library in Swift
Writing a REST Interconnection Library in SwiftPablo Villar
 
Workshop presentation hands on r programming
Workshop presentation hands on r programmingWorkshop presentation hands on r programming
Workshop presentation hands on r programmingNimrita Koul
 
Groovy Introduction - JAX Germany - 2008
Groovy Introduction - JAX Germany - 2008Groovy Introduction - JAX Germany - 2008
Groovy Introduction - JAX Germany - 2008Guillaume Laforge
 

Similar to Easy R (20)

Internet Technology and its Applications
Internet Technology and its ApplicationsInternet Technology and its Applications
Internet Technology and its Applications
 
Mapreduce Algorithms
Mapreduce AlgorithmsMapreduce Algorithms
Mapreduce Algorithms
 
Bioinformatica 10-11-2011-p6-bioperl
Bioinformatica 10-11-2011-p6-bioperlBioinformatica 10-11-2011-p6-bioperl
Bioinformatica 10-11-2011-p6-bioperl
 
Reproducibility with R
Reproducibility with RReproducibility with R
Reproducibility with R
 
Language-agnostic data analysis workflows and reproducible research
Language-agnostic data analysis workflows and reproducible researchLanguage-agnostic data analysis workflows and reproducible research
Language-agnostic data analysis workflows and reproducible research
 
The GO Language : From Beginners to Gophers
The GO Language : From Beginners to GophersThe GO Language : From Beginners to Gophers
The GO Language : From Beginners to Gophers
 
Odp
OdpOdp
Odp
 
R Introduction
R IntroductionR Introduction
R Introduction
 
Article link httpiveybusinessjournal.compublicationmanaging-.docx
Article link httpiveybusinessjournal.compublicationmanaging-.docxArticle link httpiveybusinessjournal.compublicationmanaging-.docx
Article link httpiveybusinessjournal.compublicationmanaging-.docx
 
Presentation on use of r statistics
Presentation on use of r statisticsPresentation on use of r statistics
Presentation on use of r statistics
 
Plunging Into Perl While Avoiding the Deep End (mostly)
Plunging Into Perl While Avoiding the Deep End (mostly)Plunging Into Perl While Avoiding the Deep End (mostly)
Plunging Into Perl While Avoiding the Deep End (mostly)
 
Php Reusing Code And Writing Functions
Php Reusing Code And Writing FunctionsPhp Reusing Code And Writing Functions
Php Reusing Code And Writing Functions
 
AWS Hadoop and PIG and overview
AWS Hadoop and PIG and overviewAWS Hadoop and PIG and overview
AWS Hadoop and PIG and overview
 
course slides -- powerpoint
course slides -- powerpointcourse slides -- powerpoint
course slides -- powerpoint
 
Programming Under Linux In Python
Programming Under Linux In PythonProgramming Under Linux In Python
Programming Under Linux In Python
 
Writing a REST Interconnection Library in Swift
Writing a REST Interconnection Library in SwiftWriting a REST Interconnection Library in Swift
Writing a REST Interconnection Library in Swift
 
Workshop presentation hands on r programming
Workshop presentation hands on r programmingWorkshop presentation hands on r programming
Workshop presentation hands on r programming
 
Groovy Introduction - JAX Germany - 2008
Groovy Introduction - JAX Germany - 2008Groovy Introduction - JAX Germany - 2008
Groovy Introduction - JAX Germany - 2008
 
Bioinformatica p4-io
Bioinformatica p4-ioBioinformatica p4-io
Bioinformatica p4-io
 
Perl Presentation
Perl PresentationPerl Presentation
Perl Presentation
 

More from Ajay Ohri

Introduction to R ajay Ohri
Introduction to R ajay OhriIntroduction to R ajay Ohri
Introduction to R ajay OhriAjay Ohri
 
Introduction to R
Introduction to RIntroduction to R
Introduction to RAjay Ohri
 
Social Media and Fake News in the 2016 Election
Social Media and Fake News in the 2016 ElectionSocial Media and Fake News in the 2016 Election
Social Media and Fake News in the 2016 ElectionAjay Ohri
 
Download Python for R Users pdf for free
Download Python for R Users pdf for freeDownload Python for R Users pdf for free
Download Python for R Users pdf for freeAjay Ohri
 
Install spark on_windows10
Install spark on_windows10Install spark on_windows10
Install spark on_windows10Ajay Ohri
 
Ajay ohri Resume
Ajay ohri ResumeAjay ohri Resume
Ajay ohri ResumeAjay Ohri
 
Statistics for data scientists
Statistics for  data scientistsStatistics for  data scientists
Statistics for data scientistsAjay Ohri
 
National seminar on emergence of internet of things (io t) trends and challe...
National seminar on emergence of internet of things (io t)  trends and challe...National seminar on emergence of internet of things (io t)  trends and challe...
National seminar on emergence of internet of things (io t) trends and challe...Ajay Ohri
 
Tools and techniques for data science
Tools and techniques for data scienceTools and techniques for data science
Tools and techniques for data scienceAjay Ohri
 
How Big Data ,Cloud Computing ,Data Science can help business
How Big Data ,Cloud Computing ,Data Science can help businessHow Big Data ,Cloud Computing ,Data Science can help business
How Big Data ,Cloud Computing ,Data Science can help businessAjay Ohri
 
Training in Analytics and Data Science
Training in Analytics and Data ScienceTraining in Analytics and Data Science
Training in Analytics and Data ScienceAjay Ohri
 
Software Testing for Data Scientists
Software Testing for Data ScientistsSoftware Testing for Data Scientists
Software Testing for Data ScientistsAjay Ohri
 
A Data Science Tutorial in Python
A Data Science Tutorial in PythonA Data Science Tutorial in Python
A Data Science Tutorial in PythonAjay Ohri
 
How does cryptography work? by Jeroen Ooms
How does cryptography work?  by Jeroen OomsHow does cryptography work?  by Jeroen Ooms
How does cryptography work? by Jeroen OomsAjay Ohri
 
Using R for Social Media and Sports Analytics
Using R for Social Media and Sports AnalyticsUsing R for Social Media and Sports Analytics
Using R for Social Media and Sports AnalyticsAjay Ohri
 
Kush stats alpha
Kush stats alpha Kush stats alpha
Kush stats alpha Ajay Ohri
 
Summer school python in spanish
Summer school python in spanishSummer school python in spanish
Summer school python in spanishAjay Ohri
 

More from Ajay Ohri (20)

Introduction to R ajay Ohri
Introduction to R ajay OhriIntroduction to R ajay Ohri
Introduction to R ajay Ohri
 
Introduction to R
Introduction to RIntroduction to R
Introduction to R
 
Social Media and Fake News in the 2016 Election
Social Media and Fake News in the 2016 ElectionSocial Media and Fake News in the 2016 Election
Social Media and Fake News in the 2016 Election
 
Pyspark
PysparkPyspark
Pyspark
 
Download Python for R Users pdf for free
Download Python for R Users pdf for freeDownload Python for R Users pdf for free
Download Python for R Users pdf for free
 
Install spark on_windows10
Install spark on_windows10Install spark on_windows10
Install spark on_windows10
 
Ajay ohri Resume
Ajay ohri ResumeAjay ohri Resume
Ajay ohri Resume
 
Statistics for data scientists
Statistics for  data scientistsStatistics for  data scientists
Statistics for data scientists
 
National seminar on emergence of internet of things (io t) trends and challe...
National seminar on emergence of internet of things (io t)  trends and challe...National seminar on emergence of internet of things (io t)  trends and challe...
National seminar on emergence of internet of things (io t) trends and challe...
 
Tools and techniques for data science
Tools and techniques for data scienceTools and techniques for data science
Tools and techniques for data science
 
How Big Data ,Cloud Computing ,Data Science can help business
How Big Data ,Cloud Computing ,Data Science can help businessHow Big Data ,Cloud Computing ,Data Science can help business
How Big Data ,Cloud Computing ,Data Science can help business
 
Training in Analytics and Data Science
Training in Analytics and Data ScienceTraining in Analytics and Data Science
Training in Analytics and Data Science
 
Tradecraft
Tradecraft   Tradecraft
Tradecraft
 
Software Testing for Data Scientists
Software Testing for Data ScientistsSoftware Testing for Data Scientists
Software Testing for Data Scientists
 
Craps
CrapsCraps
Craps
 
A Data Science Tutorial in Python
A Data Science Tutorial in PythonA Data Science Tutorial in Python
A Data Science Tutorial in Python
 
How does cryptography work? by Jeroen Ooms
How does cryptography work?  by Jeroen OomsHow does cryptography work?  by Jeroen Ooms
How does cryptography work? by Jeroen Ooms
 
Using R for Social Media and Sports Analytics
Using R for Social Media and Sports AnalyticsUsing R for Social Media and Sports Analytics
Using R for Social Media and Sports Analytics
 
Kush stats alpha
Kush stats alpha Kush stats alpha
Kush stats alpha
 
Summer school python in spanish
Summer school python in spanishSummer school python in spanish
Summer school python in spanish
 

Recently uploaded

Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraDeakin University
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
Bluetooth Controlled Car with Arduino.pdf
Bluetooth Controlled Car with Arduino.pdfBluetooth Controlled Car with Arduino.pdf
Bluetooth Controlled Car with Arduino.pdfngoud9212
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticscarlostorres15106
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr LapshynFwdays
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024BookNet Canada
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
costume and set research powerpoint presentation
costume and set research powerpoint presentationcostume and set research powerpoint presentation
costume and set research powerpoint presentationphoebematthew05
 

Recently uploaded (20)

Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning era
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
Bluetooth Controlled Car with Arduino.pdf
Bluetooth Controlled Car with Arduino.pdfBluetooth Controlled Car with Arduino.pdf
Bluetooth Controlled Car with Arduino.pdf
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
costume and set research powerpoint presentation
costume and set research powerpoint presentationcostume and set research powerpoint presentation
costume and set research powerpoint presentation
 

Easy R

  • 1. Creating an Optimized  Algorithm in R:  Version 1 October 22, 2009
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.