SlideShare a Scribd company logo
1
Numerical Analysis in R
James P. Howard, II
Statistical Programming DC—December 8, 2015
Washington, DC
2
• Data Scientist
• Math Nerd
• Public Policy Wonk
• Also, adjunct assistant
professor at UMUC
About Me
3
What is scientific computing?
• Numerical analysis
• Doing math with computers
• Results are “good enough”
• Real numbers, stuck in floating
point
What are we doing tonight?
• Some linear algebra
• Some interpolation
• Some integration
• Little bit of root finding
Scientific Computing
4
⌘-<TAB> to RStudio
Nobody wants to see a Powerpoint presentation about math
5
Facts
• Full suite of numerical tools in
R
• It is comparable to MATLAB in
capability
• It is slower than MATLAB
Opinions
• Certainly more inviting that
MATLAB and Python
• Foundation for creating new
tools
Summary
6
Additional Information
7
Computational Methods for Numerical Analysis with R
(no picture yet, but some time in 2016)
(watch https://jameshoward.us for some sort of announcement)
Coming Soon

More Related Content

Viewers also liked

Natalini nse slide_giu2013
Natalini nse slide_giu2013Natalini nse slide_giu2013
Natalini nse slide_giu2013
Madd Maths
 
Introduction to Computational Fluid Dynamics
Introduction to Computational Fluid DynamicsIntroduction to Computational Fluid Dynamics
Introduction to Computational Fluid Dynamics
iMentor Education
 
Momentum2
Momentum2Momentum2
Momentum2
Idrul Nafiz
 
Continuity of fluid flow & bernoulli's principle
Continuity of fluid flow & bernoulli's principleContinuity of fluid flow & bernoulli's principle
Continuity of fluid flow & bernoulli's principle
POLITEKNIK NEGERI BALI
 
Momentum2
Momentum2Momentum2
Transformer
TransformerTransformer
Transformer
Pavan11
 
Pratik Vadher - Fluid Mechanics
Pratik Vadher - Fluid MechanicsPratik Vadher - Fluid Mechanics
Pratik Vadher - Fluid Mechanics
Pratik Vadher
 
6. balance laws jan 2013
6. balance laws jan 20136. balance laws jan 2013
6. balance laws jan 2013
Olowosulu Emmanuel
 
CFD
CFDCFD
Properties of fluids
Properties of fluidsProperties of fluids
Properties of fluids
Rushikesh Raval
 
Basiceqs3
Basiceqs3Basiceqs3
Basiceqs3
Uzma Nadeem
 
Study of fluids
Study of fluidsStudy of fluids
Study of fluids
Sadhana28
 
Fluids and their properties
Fluids and their propertiesFluids and their properties
Fluids and their properties
Dew Shruti
 
Application of Fluid Dynamics In Traffic Management
Application of Fluid Dynamics In Traffic ManagementApplication of Fluid Dynamics In Traffic Management
Application of Fluid Dynamics In Traffic Management
Jaydeep Deshpande
 

Viewers also liked (14)

Natalini nse slide_giu2013
Natalini nse slide_giu2013Natalini nse slide_giu2013
Natalini nse slide_giu2013
 
Introduction to Computational Fluid Dynamics
Introduction to Computational Fluid DynamicsIntroduction to Computational Fluid Dynamics
Introduction to Computational Fluid Dynamics
 
Momentum2
Momentum2Momentum2
Momentum2
 
Continuity of fluid flow & bernoulli's principle
Continuity of fluid flow & bernoulli's principleContinuity of fluid flow & bernoulli's principle
Continuity of fluid flow & bernoulli's principle
 
Momentum2
Momentum2Momentum2
Momentum2
 
Transformer
TransformerTransformer
Transformer
 
Pratik Vadher - Fluid Mechanics
Pratik Vadher - Fluid MechanicsPratik Vadher - Fluid Mechanics
Pratik Vadher - Fluid Mechanics
 
6. balance laws jan 2013
6. balance laws jan 20136. balance laws jan 2013
6. balance laws jan 2013
 
CFD
CFDCFD
CFD
 
Properties of fluids
Properties of fluidsProperties of fluids
Properties of fluids
 
Basiceqs3
Basiceqs3Basiceqs3
Basiceqs3
 
Study of fluids
Study of fluidsStudy of fluids
Study of fluids
 
Fluids and their properties
Fluids and their propertiesFluids and their properties
Fluids and their properties
 
Application of Fluid Dynamics In Traffic Management
Application of Fluid Dynamics In Traffic ManagementApplication of Fluid Dynamics In Traffic Management
Application of Fluid Dynamics In Traffic Management
 

Similar to Numerical Analysis in R

Reproducible Research with R, The Tidyverse, Notebooks, and Spark
Reproducible Research with R, The Tidyverse, Notebooks, and SparkReproducible Research with R, The Tidyverse, Notebooks, and Spark
Reproducible Research with R, The Tidyverse, Notebooks, and Spark
Adaryl "Bob" Wakefield, MBA
 
Introduction to Computational Statistics
Introduction to Computational StatisticsIntroduction to Computational Statistics
Introduction to Computational Statistics
Setia Pramana
 
Workshop_CITA2015
Workshop_CITA2015Workshop_CITA2015
Workshop_CITA2015
Bebo White
 
UNit4.pdf
UNit4.pdfUNit4.pdf
UNit4.pdf
SugumarSarDurai
 
Building Better Analytics Workflows (Strata-Hadoop World 2013)
Building Better Analytics Workflows (Strata-Hadoop World 2013)Building Better Analytics Workflows (Strata-Hadoop World 2013)
Building Better Analytics Workflows (Strata-Hadoop World 2013)
Wes McKinney
 
Productive Data Tools for Quants
Productive Data Tools for QuantsProductive Data Tools for Quants
Productive Data Tools for Quants
Wes McKinney
 
CS194Lec0hbh6EDA.pptx
CS194Lec0hbh6EDA.pptxCS194Lec0hbh6EDA.pptx
CS194Lec0hbh6EDA.pptx
PrudhvirajEluri1
 
LSESU a Taste of R Language Workshop
LSESU a Taste of R Language WorkshopLSESU a Taste of R Language Workshop
LSESU a Taste of R Language Workshop
Korkrid Akepanidtaworn
 
Graph Analysis Trends and Opportunities -- CMG Performance and Capacity 2014
Graph Analysis Trends and Opportunities -- CMG Performance and Capacity 2014Graph Analysis Trends and Opportunities -- CMG Performance and Capacity 2014
Graph Analysis Trends and Opportunities -- CMG Performance and Capacity 2014
Jason Riedy
 
Games Industry Analytics Forum 2 - Plumbee
Games Industry Analytics Forum 2 - PlumbeeGames Industry Analytics Forum 2 - Plumbee
Games Industry Analytics Forum 2 - Plumbee
GIAF
 
Data Mashups -Data Science Summit
Data Mashups -Data Science SummitData Mashups -Data Science Summit
Data Mashups -Data Science Summit
Peter Skomoroch
 
NYC Open Data Meetup-- Thoughtworks chief data scientist talk
NYC Open Data Meetup-- Thoughtworks chief data scientist talkNYC Open Data Meetup-- Thoughtworks chief data scientist talk
NYC Open Data Meetup-- Thoughtworks chief data scientist talk
Vivian S. Zhang
 
R programming language - Mustafa Wahedi
R programming language - Mustafa WahediR programming language - Mustafa Wahedi
R programming language - Mustafa Wahedi
UNICORNS IN TECH
 
Top 10 statistics tools to get better data insights
Top 10 statistics tools to get better data insightsTop 10 statistics tools to get better data insights
Top 10 statistics tools to get better data insights
Stat Analytica
 
Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...
Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...
Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...
Wes McKinney
 
Big Data — Your new best friend
Big Data — Your new best friendBig Data — Your new best friend
Big Data — Your new best friend
Reuven Lerner
 
Time travel and time series analysis with pandas + statsmodels
Time travel and time series analysis with pandas + statsmodelsTime travel and time series analysis with pandas + statsmodels
Time travel and time series analysis with pandas + statsmodels
Alexander Hendorf
 
Data Analysis and Statistics in Python using pandas and statsmodels
Data Analysis and Statistics in Python using pandas and statsmodelsData Analysis and Statistics in Python using pandas and statsmodels
Data Analysis and Statistics in Python using pandas and statsmodels
Wes McKinney
 
Intro to Data and Analytics for Startups
Intro to Data and Analytics for StartupsIntro to Data and Analytics for Startups
Intro to Data and Analytics for Startups
The Ohio State University Wexner Medical Center
 
Resources for Getting Started in Predictive Analytics
Resources for Getting Started in Predictive AnalyticsResources for Getting Started in Predictive Analytics
Resources for Getting Started in Predictive Analytics
meepbobeep
 

Similar to Numerical Analysis in R (20)

Reproducible Research with R, The Tidyverse, Notebooks, and Spark
Reproducible Research with R, The Tidyverse, Notebooks, and SparkReproducible Research with R, The Tidyverse, Notebooks, and Spark
Reproducible Research with R, The Tidyverse, Notebooks, and Spark
 
Introduction to Computational Statistics
Introduction to Computational StatisticsIntroduction to Computational Statistics
Introduction to Computational Statistics
 
Workshop_CITA2015
Workshop_CITA2015Workshop_CITA2015
Workshop_CITA2015
 
UNit4.pdf
UNit4.pdfUNit4.pdf
UNit4.pdf
 
Building Better Analytics Workflows (Strata-Hadoop World 2013)
Building Better Analytics Workflows (Strata-Hadoop World 2013)Building Better Analytics Workflows (Strata-Hadoop World 2013)
Building Better Analytics Workflows (Strata-Hadoop World 2013)
 
Productive Data Tools for Quants
Productive Data Tools for QuantsProductive Data Tools for Quants
Productive Data Tools for Quants
 
CS194Lec0hbh6EDA.pptx
CS194Lec0hbh6EDA.pptxCS194Lec0hbh6EDA.pptx
CS194Lec0hbh6EDA.pptx
 
LSESU a Taste of R Language Workshop
LSESU a Taste of R Language WorkshopLSESU a Taste of R Language Workshop
LSESU a Taste of R Language Workshop
 
Graph Analysis Trends and Opportunities -- CMG Performance and Capacity 2014
Graph Analysis Trends and Opportunities -- CMG Performance and Capacity 2014Graph Analysis Trends and Opportunities -- CMG Performance and Capacity 2014
Graph Analysis Trends and Opportunities -- CMG Performance and Capacity 2014
 
Games Industry Analytics Forum 2 - Plumbee
Games Industry Analytics Forum 2 - PlumbeeGames Industry Analytics Forum 2 - Plumbee
Games Industry Analytics Forum 2 - Plumbee
 
Data Mashups -Data Science Summit
Data Mashups -Data Science SummitData Mashups -Data Science Summit
Data Mashups -Data Science Summit
 
NYC Open Data Meetup-- Thoughtworks chief data scientist talk
NYC Open Data Meetup-- Thoughtworks chief data scientist talkNYC Open Data Meetup-- Thoughtworks chief data scientist talk
NYC Open Data Meetup-- Thoughtworks chief data scientist talk
 
R programming language - Mustafa Wahedi
R programming language - Mustafa WahediR programming language - Mustafa Wahedi
R programming language - Mustafa Wahedi
 
Top 10 statistics tools to get better data insights
Top 10 statistics tools to get better data insightsTop 10 statistics tools to get better data insights
Top 10 statistics tools to get better data insights
 
Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...
Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...
Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...
 
Big Data — Your new best friend
Big Data — Your new best friendBig Data — Your new best friend
Big Data — Your new best friend
 
Time travel and time series analysis with pandas + statsmodels
Time travel and time series analysis with pandas + statsmodelsTime travel and time series analysis with pandas + statsmodels
Time travel and time series analysis with pandas + statsmodels
 
Data Analysis and Statistics in Python using pandas and statsmodels
Data Analysis and Statistics in Python using pandas and statsmodelsData Analysis and Statistics in Python using pandas and statsmodels
Data Analysis and Statistics in Python using pandas and statsmodels
 
Intro to Data and Analytics for Startups
Intro to Data and Analytics for StartupsIntro to Data and Analytics for Startups
Intro to Data and Analytics for Startups
 
Resources for Getting Started in Predictive Analytics
Resources for Getting Started in Predictive AnalyticsResources for Getting Started in Predictive Analytics
Resources for Getting Started in Predictive Analytics
 

More from James Howard

Municipal Solid Waste Management in Developing Countries
Municipal Solid Waste Management in Developing CountriesMunicipal Solid Waste Management in Developing Countries
Municipal Solid Waste Management in Developing Countries
James Howard
 
James Howard - The Little Red Menace
James Howard - The Little Red MenaceJames Howard - The Little Red Menace
James Howard - The Little Red Menace
James Howard
 
James Howard - The Culture of Affluence Looks at the Cold War
James Howard - The Culture of Affluence Looks at the Cold WarJames Howard - The Culture of Affluence Looks at the Cold War
James Howard - The Culture of Affluence Looks at the Cold War
James Howard
 
Big Data in the Online Classroom
Big Data in the Online ClassroomBig Data in the Online Classroom
Big Data in the Online Classroom
James Howard
 
NFIP Dissertation Proposal Defense
NFIP Dissertation Proposal DefenseNFIP Dissertation Proposal Defense
NFIP Dissertation Proposal Defense
James Howard
 
NFIP Dissertation Defense
NFIP Dissertation DefenseNFIP Dissertation Defense
NFIP Dissertation Defense
James Howard
 
Planning for Martian Polity
Planning for Martian PolityPlanning for Martian Polity
Planning for Martian Polity
James Howard
 
Virtual Bumblebees
Virtual BumblebeesVirtual Bumblebees
Virtual Bumblebees
James Howard
 
James Howard - Public Financial Management - Tax Incremental Financing
James Howard - Public Financial Management - Tax Incremental FinancingJames Howard - Public Financial Management - Tax Incremental Financing
James Howard - Public Financial Management - Tax Incremental Financing
James Howard
 
Using Agile Methods for Course Management and Delivery
Using Agile Methods for Course Management and DeliveryUsing Agile Methods for Course Management and Delivery
Using Agile Methods for Course Management and Delivery
James Howard
 
Private Applications of Local Government Risk Metrics
Private Applications of Local Government Risk MetricsPrivate Applications of Local Government Risk Metrics
Private Applications of Local Government Risk Metrics
James Howard
 
Galaxies and cosmology certificate
Galaxies and cosmology certificateGalaxies and cosmology certificate
Galaxies and cosmology certificate
James Howard
 
Astrobiology and the Search for Extraterrestrial Life
Astrobiology and the Search for Extraterrestrial LifeAstrobiology and the Search for Extraterrestrial Life
Astrobiology and the Search for Extraterrestrial Life
James Howard
 
An Introduction to the U.S. Food System: Perspectives from Public Health
An Introduction to the U.S. Food System: Perspectives from Public HealthAn Introduction to the U.S. Food System: Perspectives from Public Health
An Introduction to the U.S. Food System: Perspectives from Public Health
James Howard
 
Estimating the Net Social Benefits of the National Flood Insurance Program
Estimating the Net Social Benefits of the National Flood Insurance ProgramEstimating the Net Social Benefits of the National Flood Insurance Program
Estimating the Net Social Benefits of the National Flood Insurance Program
James Howard
 
Maryland ASPA Awards Nomination 2013
Maryland ASPA Awards Nomination 2013Maryland ASPA Awards Nomination 2013
Maryland ASPA Awards Nomination 2013
James Howard
 
Measuring the Impacts of the National Flood Insurance Program
Measuring the Impacts of the National Flood Insurance ProgramMeasuring the Impacts of the National Flood Insurance Program
Measuring the Impacts of the National Flood Insurance Program
James Howard
 
Review Of The Business Plan
Review Of The Business PlanReview Of The Business Plan
Review Of The Business Plan
James Howard
 
Review of the Columbia Association's Fiscal Targets
Review of the Columbia Association's Fiscal TargetsReview of the Columbia Association's Fiscal Targets
Review of the Columbia Association's Fiscal Targets
James Howard
 
Working with Mediawiki
Working with MediawikiWorking with Mediawiki
Working with Mediawiki
James Howard
 

More from James Howard (20)

Municipal Solid Waste Management in Developing Countries
Municipal Solid Waste Management in Developing CountriesMunicipal Solid Waste Management in Developing Countries
Municipal Solid Waste Management in Developing Countries
 
James Howard - The Little Red Menace
James Howard - The Little Red MenaceJames Howard - The Little Red Menace
James Howard - The Little Red Menace
 
James Howard - The Culture of Affluence Looks at the Cold War
James Howard - The Culture of Affluence Looks at the Cold WarJames Howard - The Culture of Affluence Looks at the Cold War
James Howard - The Culture of Affluence Looks at the Cold War
 
Big Data in the Online Classroom
Big Data in the Online ClassroomBig Data in the Online Classroom
Big Data in the Online Classroom
 
NFIP Dissertation Proposal Defense
NFIP Dissertation Proposal DefenseNFIP Dissertation Proposal Defense
NFIP Dissertation Proposal Defense
 
NFIP Dissertation Defense
NFIP Dissertation DefenseNFIP Dissertation Defense
NFIP Dissertation Defense
 
Planning for Martian Polity
Planning for Martian PolityPlanning for Martian Polity
Planning for Martian Polity
 
Virtual Bumblebees
Virtual BumblebeesVirtual Bumblebees
Virtual Bumblebees
 
James Howard - Public Financial Management - Tax Incremental Financing
James Howard - Public Financial Management - Tax Incremental FinancingJames Howard - Public Financial Management - Tax Incremental Financing
James Howard - Public Financial Management - Tax Incremental Financing
 
Using Agile Methods for Course Management and Delivery
Using Agile Methods for Course Management and DeliveryUsing Agile Methods for Course Management and Delivery
Using Agile Methods for Course Management and Delivery
 
Private Applications of Local Government Risk Metrics
Private Applications of Local Government Risk MetricsPrivate Applications of Local Government Risk Metrics
Private Applications of Local Government Risk Metrics
 
Galaxies and cosmology certificate
Galaxies and cosmology certificateGalaxies and cosmology certificate
Galaxies and cosmology certificate
 
Astrobiology and the Search for Extraterrestrial Life
Astrobiology and the Search for Extraterrestrial LifeAstrobiology and the Search for Extraterrestrial Life
Astrobiology and the Search for Extraterrestrial Life
 
An Introduction to the U.S. Food System: Perspectives from Public Health
An Introduction to the U.S. Food System: Perspectives from Public HealthAn Introduction to the U.S. Food System: Perspectives from Public Health
An Introduction to the U.S. Food System: Perspectives from Public Health
 
Estimating the Net Social Benefits of the National Flood Insurance Program
Estimating the Net Social Benefits of the National Flood Insurance ProgramEstimating the Net Social Benefits of the National Flood Insurance Program
Estimating the Net Social Benefits of the National Flood Insurance Program
 
Maryland ASPA Awards Nomination 2013
Maryland ASPA Awards Nomination 2013Maryland ASPA Awards Nomination 2013
Maryland ASPA Awards Nomination 2013
 
Measuring the Impacts of the National Flood Insurance Program
Measuring the Impacts of the National Flood Insurance ProgramMeasuring the Impacts of the National Flood Insurance Program
Measuring the Impacts of the National Flood Insurance Program
 
Review Of The Business Plan
Review Of The Business PlanReview Of The Business Plan
Review Of The Business Plan
 
Review of the Columbia Association's Fiscal Targets
Review of the Columbia Association's Fiscal TargetsReview of the Columbia Association's Fiscal Targets
Review of the Columbia Association's Fiscal Targets
 
Working with Mediawiki
Working with MediawikiWorking with Mediawiki
Working with Mediawiki
 

Recently uploaded

High Girls Call Nagpur 000XX00000 Provide Best And Top Girl Service And No1 i...
High Girls Call Nagpur 000XX00000 Provide Best And Top Girl Service And No1 i...High Girls Call Nagpur 000XX00000 Provide Best And Top Girl Service And No1 i...
High Girls Call Nagpur 000XX00000 Provide Best And Top Girl Service And No1 i...
saadkhan1485265
 
Beautiful Girls Call Pune 000XX00000 Provide Best And Top Girl Service And No...
Beautiful Girls Call Pune 000XX00000 Provide Best And Top Girl Service And No...Beautiful Girls Call Pune 000XX00000 Provide Best And Top Girl Service And No...
Beautiful Girls Call Pune 000XX00000 Provide Best And Top Girl Service And No...
birajmohan012
 
New Girls Call Noida 9873940964 Unlimited Short Providing Girls Service Avail...
New Girls Call Noida 9873940964 Unlimited Short Providing Girls Service Avail...New Girls Call Noida 9873940964 Unlimited Short Providing Girls Service Avail...
New Girls Call Noida 9873940964 Unlimited Short Providing Girls Service Avail...
kinni singh$A17
 
Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...
Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...
Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...
revolutionary575
 
OpenMetadata Spotlight - OpenMetadata @ Aspire by Vinol Joy Dsouza
OpenMetadata Spotlight - OpenMetadata @ Aspire by Vinol Joy DsouzaOpenMetadata Spotlight - OpenMetadata @ Aspire by Vinol Joy Dsouza
OpenMetadata Spotlight - OpenMetadata @ Aspire by Vinol Joy Dsouza
OpenMetadata
 
BDSM Girls Call Mumbai 👀 9820252231 👀 Cash Payment With Room DeliveryDelivery
BDSM Girls Call Mumbai 👀 9820252231 👀 Cash Payment With Room DeliveryDeliveryBDSM Girls Call Mumbai 👀 9820252231 👀 Cash Payment With Room DeliveryDelivery
BDSM Girls Call Mumbai 👀 9820252231 👀 Cash Payment With Room DeliveryDelivery
erynsouthern
 
社内勉強会資料_TransNeXt: Robust Foveal Visual Perception for Vision Transformers
社内勉強会資料_TransNeXt: Robust Foveal Visual Perception for Vision Transformers社内勉強会資料_TransNeXt: Robust Foveal Visual Perception for Vision Transformers
社内勉強会資料_TransNeXt: Robust Foveal Visual Perception for Vision Transformers
NABLAS株式会社
 
Female Service Girls Call Navi Mumbai 9930245274 Provide Best And Top Girl Se...
Female Service Girls Call Navi Mumbai 9930245274 Provide Best And Top Girl Se...Female Service Girls Call Navi Mumbai 9930245274 Provide Best And Top Girl Se...
Female Service Girls Call Navi Mumbai 9930245274 Provide Best And Top Girl Se...
dizzycaye
 
Biometric Question Bank 2021 - 1 Soln-1.pdf
Biometric Question Bank 2021 - 1 Soln-1.pdfBiometric Question Bank 2021 - 1 Soln-1.pdf
Biometric Question Bank 2021 - 1 Soln-1.pdf
Joel Ngushwai
 
DataScienceConcept_Kanchana_Weerasinghe.pptx
DataScienceConcept_Kanchana_Weerasinghe.pptxDataScienceConcept_Kanchana_Weerasinghe.pptx
DataScienceConcept_Kanchana_Weerasinghe.pptx
Kanchana Weerasinghe
 
Histology of Muscle types histology o.ppt
Histology of Muscle types histology o.pptHistology of Muscle types histology o.ppt
Histology of Muscle types histology o.ppt
SamanArshad11
 
VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...
VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...
VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...
sukaniyasunnu
 
Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...
Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...
Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...
norina2645
 
Celonis Busniess Analyst Virtual Internship.pptx
Celonis Busniess Analyst Virtual Internship.pptxCelonis Busniess Analyst Virtual Internship.pptx
Celonis Busniess Analyst Virtual Internship.pptx
AnujaGaikwad28
 
Celebrity Girls Call Noida 9873940964 Unlimited Short Providing Girls Service...
Celebrity Girls Call Noida 9873940964 Unlimited Short Providing Girls Service...Celebrity Girls Call Noida 9873940964 Unlimited Short Providing Girls Service...
Celebrity Girls Call Noida 9873940964 Unlimited Short Providing Girls Service...
ginni singh$A17
 
VIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...
VIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...VIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...
VIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...
44annissa
 
Girls Call Vadodara 000XX00000 Provide Best And Top Girl Service And No1 in City
Girls Call Vadodara 000XX00000 Provide Best And Top Girl Service And No1 in CityGirls Call Vadodara 000XX00000 Provide Best And Top Girl Service And No1 in City
Girls Call Vadodara 000XX00000 Provide Best And Top Girl Service And No1 in City
gargnatasha985
 
Potential Uses of the Floyd-Warshall Algorithm as appropriate
Potential Uses of the Floyd-Warshall Algorithm as appropriatePotential Uses of the Floyd-Warshall Algorithm as appropriate
Potential Uses of the Floyd-Warshall Algorithm as appropriate
huseindihon
 
Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...
Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...
Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...
rightmanforbloodline
 
potential development of the A* search algorithm specifically
potential development of the A* search algorithm specificallypotential development of the A* search algorithm specifically
potential development of the A* search algorithm specifically
huseindihon
 

Recently uploaded (20)

High Girls Call Nagpur 000XX00000 Provide Best And Top Girl Service And No1 i...
High Girls Call Nagpur 000XX00000 Provide Best And Top Girl Service And No1 i...High Girls Call Nagpur 000XX00000 Provide Best And Top Girl Service And No1 i...
High Girls Call Nagpur 000XX00000 Provide Best And Top Girl Service And No1 i...
 
Beautiful Girls Call Pune 000XX00000 Provide Best And Top Girl Service And No...
Beautiful Girls Call Pune 000XX00000 Provide Best And Top Girl Service And No...Beautiful Girls Call Pune 000XX00000 Provide Best And Top Girl Service And No...
Beautiful Girls Call Pune 000XX00000 Provide Best And Top Girl Service And No...
 
New Girls Call Noida 9873940964 Unlimited Short Providing Girls Service Avail...
New Girls Call Noida 9873940964 Unlimited Short Providing Girls Service Avail...New Girls Call Noida 9873940964 Unlimited Short Providing Girls Service Avail...
New Girls Call Noida 9873940964 Unlimited Short Providing Girls Service Avail...
 
Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...
Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...
Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...
 
OpenMetadata Spotlight - OpenMetadata @ Aspire by Vinol Joy Dsouza
OpenMetadata Spotlight - OpenMetadata @ Aspire by Vinol Joy DsouzaOpenMetadata Spotlight - OpenMetadata @ Aspire by Vinol Joy Dsouza
OpenMetadata Spotlight - OpenMetadata @ Aspire by Vinol Joy Dsouza
 
BDSM Girls Call Mumbai 👀 9820252231 👀 Cash Payment With Room DeliveryDelivery
BDSM Girls Call Mumbai 👀 9820252231 👀 Cash Payment With Room DeliveryDeliveryBDSM Girls Call Mumbai 👀 9820252231 👀 Cash Payment With Room DeliveryDelivery
BDSM Girls Call Mumbai 👀 9820252231 👀 Cash Payment With Room DeliveryDelivery
 
社内勉強会資料_TransNeXt: Robust Foveal Visual Perception for Vision Transformers
社内勉強会資料_TransNeXt: Robust Foveal Visual Perception for Vision Transformers社内勉強会資料_TransNeXt: Robust Foveal Visual Perception for Vision Transformers
社内勉強会資料_TransNeXt: Robust Foveal Visual Perception for Vision Transformers
 
Female Service Girls Call Navi Mumbai 9930245274 Provide Best And Top Girl Se...
Female Service Girls Call Navi Mumbai 9930245274 Provide Best And Top Girl Se...Female Service Girls Call Navi Mumbai 9930245274 Provide Best And Top Girl Se...
Female Service Girls Call Navi Mumbai 9930245274 Provide Best And Top Girl Se...
 
Biometric Question Bank 2021 - 1 Soln-1.pdf
Biometric Question Bank 2021 - 1 Soln-1.pdfBiometric Question Bank 2021 - 1 Soln-1.pdf
Biometric Question Bank 2021 - 1 Soln-1.pdf
 
DataScienceConcept_Kanchana_Weerasinghe.pptx
DataScienceConcept_Kanchana_Weerasinghe.pptxDataScienceConcept_Kanchana_Weerasinghe.pptx
DataScienceConcept_Kanchana_Weerasinghe.pptx
 
Histology of Muscle types histology o.ppt
Histology of Muscle types histology o.pptHistology of Muscle types histology o.ppt
Histology of Muscle types histology o.ppt
 
VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...
VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...
VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...
 
Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...
Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...
Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...
 
Celonis Busniess Analyst Virtual Internship.pptx
Celonis Busniess Analyst Virtual Internship.pptxCelonis Busniess Analyst Virtual Internship.pptx
Celonis Busniess Analyst Virtual Internship.pptx
 
Celebrity Girls Call Noida 9873940964 Unlimited Short Providing Girls Service...
Celebrity Girls Call Noida 9873940964 Unlimited Short Providing Girls Service...Celebrity Girls Call Noida 9873940964 Unlimited Short Providing Girls Service...
Celebrity Girls Call Noida 9873940964 Unlimited Short Providing Girls Service...
 
VIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...
VIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...VIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...
VIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...
 
Girls Call Vadodara 000XX00000 Provide Best And Top Girl Service And No1 in City
Girls Call Vadodara 000XX00000 Provide Best And Top Girl Service And No1 in CityGirls Call Vadodara 000XX00000 Provide Best And Top Girl Service And No1 in City
Girls Call Vadodara 000XX00000 Provide Best And Top Girl Service And No1 in City
 
Potential Uses of the Floyd-Warshall Algorithm as appropriate
Potential Uses of the Floyd-Warshall Algorithm as appropriatePotential Uses of the Floyd-Warshall Algorithm as appropriate
Potential Uses of the Floyd-Warshall Algorithm as appropriate
 
Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...
Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...
Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...
 
potential development of the A* search algorithm specifically
potential development of the A* search algorithm specificallypotential development of the A* search algorithm specifically
potential development of the A* search algorithm specifically
 

Numerical Analysis in R

  • 1. 1 Numerical Analysis in R James P. Howard, II Statistical Programming DC—December 8, 2015 Washington, DC
  • 2. 2 • Data Scientist • Math Nerd • Public Policy Wonk • Also, adjunct assistant professor at UMUC About Me
  • 3. 3 What is scientific computing? • Numerical analysis • Doing math with computers • Results are “good enough” • Real numbers, stuck in floating point What are we doing tonight? • Some linear algebra • Some interpolation • Some integration • Little bit of root finding Scientific Computing
  • 4. 4 ⌘-<TAB> to RStudio Nobody wants to see a Powerpoint presentation about math
  • 5. 5 Facts • Full suite of numerical tools in R • It is comparable to MATLAB in capability • It is slower than MATLAB Opinions • Certainly more inviting that MATLAB and Python • Foundation for creating new tools Summary
  • 7. 7 Computational Methods for Numerical Analysis with R (no picture yet, but some time in 2016) (watch https://jameshoward.us for some sort of announcement) Coming Soon