SlideShare une entreprise Scribd logo
1  sur  7
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

Contenu connexe

En vedette

Natalini nse slide_giu2013
Natalini nse slide_giu2013Natalini nse slide_giu2013
Natalini nse slide_giu2013Madd Maths
 
Introduction to Computational Fluid Dynamics
Introduction to Computational Fluid DynamicsIntroduction to Computational Fluid Dynamics
Introduction to Computational Fluid DynamicsiMentor Education
 
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 principlePOLITEKNIK NEGERI BALI
 
Transformer
TransformerTransformer
TransformerPavan11
 
Pratik Vadher - Fluid Mechanics
Pratik Vadher - Fluid MechanicsPratik Vadher - Fluid Mechanics
Pratik Vadher - Fluid MechanicsPratik Vadher
 
Study of fluids
Study of fluidsStudy of fluids
Study of fluidsSadhana28
 
Fluids and their properties
Fluids and their propertiesFluids and their properties
Fluids and their propertiesDew 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 ManagementJaydeep Deshpande
 

En vedette (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
 

Similaire à 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 SparkAdaryl "Bob" Wakefield, MBA
 
Introduction to Computational Statistics
Introduction to Computational StatisticsIntroduction to Computational Statistics
Introduction to Computational StatisticsSetia Pramana
 
Workshop_CITA2015
Workshop_CITA2015Workshop_CITA2015
Workshop_CITA2015Bebo White
 
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 QuantsWes McKinney
 
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 2014Jason Riedy
 
Games Industry Analytics Forum 2 - Plumbee
Games Industry Analytics Forum 2 - PlumbeeGames Industry Analytics Forum 2 - Plumbee
Games Industry Analytics Forum 2 - PlumbeeGIAF
 
Data Mashups -Data Science Summit
Data Mashups -Data Science SummitData Mashups -Data Science Summit
Data Mashups -Data Science SummitPeter 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 talkVivian S. Zhang
 
R programming language - Mustafa Wahedi
R programming language - Mustafa WahediR programming language - Mustafa Wahedi
R programming language - Mustafa WahediUNICORNS 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 insightsStat 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 friendReuven 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 + statsmodelsAlexander 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 statsmodelsWes McKinney
 
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 Analyticsmeepbobeep
 

Similaire à 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
 

Plus de 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 CountriesJames Howard
 
James Howard - The Little Red Menace
James Howard - The Little Red MenaceJames Howard - The Little Red Menace
James Howard - The Little Red MenaceJames 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 WarJames Howard
 
Big Data in the Online Classroom
Big Data in the Online ClassroomBig Data in the Online Classroom
Big Data in the Online ClassroomJames Howard
 
NFIP Dissertation Proposal Defense
NFIP Dissertation Proposal DefenseNFIP Dissertation Proposal Defense
NFIP Dissertation Proposal DefenseJames Howard
 
NFIP Dissertation Defense
NFIP Dissertation DefenseNFIP Dissertation Defense
NFIP Dissertation DefenseJames Howard
 
Planning for Martian Polity
Planning for Martian PolityPlanning for Martian Polity
Planning for Martian PolityJames Howard
 
Virtual Bumblebees
Virtual BumblebeesVirtual Bumblebees
Virtual BumblebeesJames 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 FinancingJames 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 DeliveryJames 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 MetricsJames Howard
 
Galaxies and cosmology certificate
Galaxies and cosmology certificateGalaxies and cosmology certificate
Galaxies and cosmology certificateJames 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 LifeJames 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 HealthJames 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 ProgramJames Howard
 
Maryland ASPA Awards Nomination 2013
Maryland ASPA Awards Nomination 2013Maryland ASPA Awards Nomination 2013
Maryland ASPA Awards Nomination 2013James 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 ProgramJames Howard
 
Review Of The Business Plan
Review Of The Business PlanReview Of The Business Plan
Review Of The Business PlanJames 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 TargetsJames Howard
 
Working with Mediawiki
Working with MediawikiWorking with Mediawiki
Working with MediawikiJames Howard
 

Plus de 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
 

Dernier

TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...SOFTTECHHUB
 
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...gajnagarg
 
Sonagachi * best call girls in Kolkata | ₹,9500 Pay Cash 8005736733 Free Home...
Sonagachi * best call girls in Kolkata | ₹,9500 Pay Cash 8005736733 Free Home...Sonagachi * best call girls in Kolkata | ₹,9500 Pay Cash 8005736733 Free Home...
Sonagachi * best call girls in Kolkata | ₹,9500 Pay Cash 8005736733 Free Home...HyderabadDolls
 
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...gajnagarg
 
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...kumargunjan9515
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...nirzagarg
 
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...nirzagarg
 
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样wsppdmt
 
Kings of Saudi Arabia, information about them
Kings of Saudi Arabia, information about themKings of Saudi Arabia, information about them
Kings of Saudi Arabia, information about themeitharjee
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Valters Lauzums
 
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabiaahmedjiabur940
 
Computer science Sql cheat sheet.pdf.pdf
Computer science Sql cheat sheet.pdf.pdfComputer science Sql cheat sheet.pdf.pdf
Computer science Sql cheat sheet.pdf.pdfSayantanBiswas37
 
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...nirzagarg
 
Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1ranjankumarbehera14
 
Charbagh + Female Escorts Service in Lucknow | Starting ₹,5K To @25k with A/C...
Charbagh + Female Escorts Service in Lucknow | Starting ₹,5K To @25k with A/C...Charbagh + Female Escorts Service in Lucknow | Starting ₹,5K To @25k with A/C...
Charbagh + Female Escorts Service in Lucknow | Starting ₹,5K To @25k with A/C...HyderabadDolls
 
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...gajnagarg
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareGraham Ware
 
Aspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraAspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraGovindSinghDasila
 
Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...
Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...
Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...HyderabadDolls
 

Dernier (20)

TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
 
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
 
Sonagachi * best call girls in Kolkata | ₹,9500 Pay Cash 8005736733 Free Home...
Sonagachi * best call girls in Kolkata | ₹,9500 Pay Cash 8005736733 Free Home...Sonagachi * best call girls in Kolkata | ₹,9500 Pay Cash 8005736733 Free Home...
Sonagachi * best call girls in Kolkata | ₹,9500 Pay Cash 8005736733 Free Home...
 
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
 
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
 
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
 
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
 
Kings of Saudi Arabia, information about them
Kings of Saudi Arabia, information about themKings of Saudi Arabia, information about them
Kings of Saudi Arabia, information about them
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
 
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
 
Computer science Sql cheat sheet.pdf.pdf
Computer science Sql cheat sheet.pdf.pdfComputer science Sql cheat sheet.pdf.pdf
Computer science Sql cheat sheet.pdf.pdf
 
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
 
Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1
 
Charbagh + Female Escorts Service in Lucknow | Starting ₹,5K To @25k with A/C...
Charbagh + Female Escorts Service in Lucknow | Starting ₹,5K To @25k with A/C...Charbagh + Female Escorts Service in Lucknow | Starting ₹,5K To @25k with A/C...
Charbagh + Female Escorts Service in Lucknow | Starting ₹,5K To @25k with A/C...
 
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham Ware
 
Aspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraAspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - Almora
 
Abortion pills in Jeddah | +966572737505 | Get Cytotec
Abortion pills in Jeddah | +966572737505 | Get CytotecAbortion pills in Jeddah | +966572737505 | Get Cytotec
Abortion pills in Jeddah | +966572737505 | Get Cytotec
 
Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...
Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...
Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...
 

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