SlideShare une entreprise Scribd logo
1  sur  13
Télécharger pour lire hors ligne
Startup Data Science
Misha Lisovich
November 12, 2014
Outline
What is data science?
Startup data science!
Tableau hands-on
Questions
What is Data Science?
What is Data Science?
Startup Data Science | Use Data to . . .
1. Answer questions
2. Rapid prototype
3. Pitch!
Workflow
Workflow
Workflow
Tidy Data
Data that’s easy to transform, visualise and model
Key idea: store variables in a consistent way, always as columns
Useful tools to tidy messy data: gather, spread and separate.
Google “tidy data” for more details.
Data Manipulation | + group by
select: pick columns by name
filter: keep rows matching criteria
arrange: reorder rows
mutate: add new variables
summarise: reduce variables to values
Tableau Hands-On
Learn More
Tableau
Video tutorials
R Universe
TryR interactive tutorial
Tidy Data (tidyr)
Data Manipulation (dplyr)
Graphing & Visualization (ggvis)
Python Universe
Data Manipulation (Pandas)
Graphing & Visualization (matplotlib)
Thank You!
Questions?

Contenu connexe

Tendances

Jan vitek distributedrandomforest_5-2-2013
Jan vitek distributedrandomforest_5-2-2013Jan vitek distributedrandomforest_5-2-2013
Jan vitek distributedrandomforest_5-2-2013Sri Ambati
 
Building Data Products
Building Data ProductsBuilding Data Products
Building Data ProductsCloudera, Inc.
 
A Beginner's Guide to Machine Learning with Scikit-Learn
A Beginner's Guide to Machine Learning with Scikit-LearnA Beginner's Guide to Machine Learning with Scikit-Learn
A Beginner's Guide to Machine Learning with Scikit-LearnSarah Guido
 
Predict the Oscars with Data Science
Predict the Oscars with Data SciencePredict the Oscars with Data Science
Predict the Oscars with Data ScienceThinkful
 
H2O World - Ensembles with Erin LeDell
H2O World - Ensembles with Erin LeDellH2O World - Ensembles with Erin LeDell
H2O World - Ensembles with Erin LeDellSri Ambati
 
Finding needles in haystacks with deep neural networks
Finding needles in haystacks with deep neural networksFinding needles in haystacks with deep neural networks
Finding needles in haystacks with deep neural networksCalvin Giles
 
eScience: A Transformed Scientific Method
eScience: A Transformed Scientific MethodeScience: A Transformed Scientific Method
eScience: A Transformed Scientific MethodDuncan Hull
 
Introduction to Big Data/Machine Learning
Introduction to Big Data/Machine LearningIntroduction to Big Data/Machine Learning
Introduction to Big Data/Machine LearningLars Marius Garshol
 

Tendances (9)

Jan vitek distributedrandomforest_5-2-2013
Jan vitek distributedrandomforest_5-2-2013Jan vitek distributedrandomforest_5-2-2013
Jan vitek distributedrandomforest_5-2-2013
 
Building Data Products
Building Data ProductsBuilding Data Products
Building Data Products
 
A Beginner's Guide to Machine Learning with Scikit-Learn
A Beginner's Guide to Machine Learning with Scikit-LearnA Beginner's Guide to Machine Learning with Scikit-Learn
A Beginner's Guide to Machine Learning with Scikit-Learn
 
Predict the Oscars with Data Science
Predict the Oscars with Data SciencePredict the Oscars with Data Science
Predict the Oscars with Data Science
 
H2O World - Ensembles with Erin LeDell
H2O World - Ensembles with Erin LeDellH2O World - Ensembles with Erin LeDell
H2O World - Ensembles with Erin LeDell
 
Finding needles in haystacks with deep neural networks
Finding needles in haystacks with deep neural networksFinding needles in haystacks with deep neural networks
Finding needles in haystacks with deep neural networks
 
eScience: A Transformed Scientific Method
eScience: A Transformed Scientific MethodeScience: A Transformed Scientific Method
eScience: A Transformed Scientific Method
 
Course outline
Course outlineCourse outline
Course outline
 
Introduction to Big Data/Machine Learning
Introduction to Big Data/Machine LearningIntroduction to Big Data/Machine Learning
Introduction to Big Data/Machine Learning
 

Similaire à Startup Data Science: Use Data to Answer Questions, Rapidly Prototype, and Pitch Ideas

Victoria Tableau User Group - Getting started with Tableau
Victoria Tableau User Group - Getting started with TableauVictoria Tableau User Group - Getting started with Tableau
Victoria Tableau User Group - Getting started with TableauDmitry Anoshin
 
Reasoning over big data
Reasoning over big dataReasoning over big data
Reasoning over big dataOSTHUS
 
Analysis using r
Analysis using rAnalysis using r
Analysis using rPriya Mohan
 
Data Science with Python course Outline.pptx
Data Science with Python course Outline.pptxData Science with Python course Outline.pptx
Data Science with Python course Outline.pptxFerdsilinks
 
Cssu dw dm
Cssu dw dmCssu dw dm
Cssu dw dmsumit621
 
Making data visual diy guide to getting started with data visualization
Making data visual diy guide to getting started with data visualizationMaking data visual diy guide to getting started with data visualization
Making data visual diy guide to getting started with data visualizationVisual Resources Association
 
ML crash course
ML crash courseML crash course
ML crash coursemikaelhuss
 
Data science 101 Masterclass
Data science 101 MasterclassData science 101 Masterclass
Data science 101 MasterclassBen Keen
 
[ESWC2017 - PhD Symposium] Enhancing white-box machine learning processes by ...
[ESWC2017 - PhD Symposium] Enhancing white-box machine learning processes by ...[ESWC2017 - PhD Symposium] Enhancing white-box machine learning processes by ...
[ESWC2017 - PhD Symposium] Enhancing white-box machine learning processes by ...Gilles Vandewiele
 
Machine Learning for Incident Detection: Getting Started
Machine Learning for Incident Detection: Getting StartedMachine Learning for Incident Detection: Getting Started
Machine Learning for Incident Detection: Getting StartedSqrrl
 
Data science presentation
Data science presentationData science presentation
Data science presentationMSDEVMTL
 
100_Days_of_Data_Science
100_Days_of_Data_Science100_Days_of_Data_Science
100_Days_of_Data_ScienceSajzat hossain
 
Self Study Business Approach to DS_01022022.docx
Self Study Business Approach to DS_01022022.docxSelf Study Business Approach to DS_01022022.docx
Self Study Business Approach to DS_01022022.docxShanmugasundaram M
 
EE-232-LEC-01 Data_structures.pptx
EE-232-LEC-01 Data_structures.pptxEE-232-LEC-01 Data_structures.pptx
EE-232-LEC-01 Data_structures.pptxiamultapromax
 
Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...
Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...
Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...Hima Patel
 
IIPGH Webinar 1: Getting Started With Data Science
IIPGH Webinar 1: Getting Started With Data ScienceIIPGH Webinar 1: Getting Started With Data Science
IIPGH Webinar 1: Getting Started With Data Scienceds4good
 
Data Science With Python | Python For Data Science | Python Data Science Cour...
Data Science With Python | Python For Data Science | Python Data Science Cour...Data Science With Python | Python For Data Science | Python Data Science Cour...
Data Science With Python | Python For Data Science | Python Data Science Cour...Simplilearn
 

Similaire à Startup Data Science: Use Data to Answer Questions, Rapidly Prototype, and Pitch Ideas (20)

Victoria Tableau User Group - Getting started with Tableau
Victoria Tableau User Group - Getting started with TableauVictoria Tableau User Group - Getting started with Tableau
Victoria Tableau User Group - Getting started with Tableau
 
Reasoning over big data
Reasoning over big dataReasoning over big data
Reasoning over big data
 
Analysis using r
Analysis using rAnalysis using r
Analysis using r
 
Data Science with Python course Outline.pptx
Data Science with Python course Outline.pptxData Science with Python course Outline.pptx
Data Science with Python course Outline.pptx
 
Cssu dw dm
Cssu dw dmCssu dw dm
Cssu dw dm
 
Making data visual diy guide to getting started with data visualization
Making data visual diy guide to getting started with data visualizationMaking data visual diy guide to getting started with data visualization
Making data visual diy guide to getting started with data visualization
 
ML crash course
ML crash courseML crash course
ML crash course
 
Data science 101 Masterclass
Data science 101 MasterclassData science 101 Masterclass
Data science 101 Masterclass
 
[ESWC2017 - PhD Symposium] Enhancing white-box machine learning processes by ...
[ESWC2017 - PhD Symposium] Enhancing white-box machine learning processes by ...[ESWC2017 - PhD Symposium] Enhancing white-box machine learning processes by ...
[ESWC2017 - PhD Symposium] Enhancing white-box machine learning processes by ...
 
Machine Learning for Incident Detection: Getting Started
Machine Learning for Incident Detection: Getting StartedMachine Learning for Incident Detection: Getting Started
Machine Learning for Incident Detection: Getting Started
 
Data science presentation
Data science presentationData science presentation
Data science presentation
 
100_Days_of_Data_Science
100_Days_of_Data_Science100_Days_of_Data_Science
100_Days_of_Data_Science
 
Self Study Business Approach to DS_01022022.docx
Self Study Business Approach to DS_01022022.docxSelf Study Business Approach to DS_01022022.docx
Self Study Business Approach to DS_01022022.docx
 
EE-232-LEC-01 Data_structures.pptx
EE-232-LEC-01 Data_structures.pptxEE-232-LEC-01 Data_structures.pptx
EE-232-LEC-01 Data_structures.pptx
 
Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...
Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...
Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...
 
Cs437 lecture 1-6
Cs437 lecture 1-6Cs437 lecture 1-6
Cs437 lecture 1-6
 
IIPGH Webinar 1: Getting Started With Data Science
IIPGH Webinar 1: Getting Started With Data ScienceIIPGH Webinar 1: Getting Started With Data Science
IIPGH Webinar 1: Getting Started With Data Science
 
Tablueu course content
Tablueu course contentTablueu course content
Tablueu course content
 
Data Science With Python | Python For Data Science | Python Data Science Cour...
Data Science With Python | Python For Data Science | Python Data Science Cour...Data Science With Python | Python For Data Science | Python Data Science Cour...
Data Science With Python | Python For Data Science | Python Data Science Cour...
 
Data Science.pptx
Data Science.pptxData Science.pptx
Data Science.pptx
 

Dernier

BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxBPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxMohammedJunaid861692
 
100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptxAnupama Kate
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxolyaivanovalion
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionfulawalesam
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...amitlee9823
 
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceDelhi Call girls
 
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al BarshaAl Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al BarshaAroojKhan71
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfLars Albertsson
 
Determinants of health, dimensions of health, positive health and spectrum of...
Determinants of health, dimensions of health, positive health and spectrum of...Determinants of health, dimensions of health, positive health and spectrum of...
Determinants of health, dimensions of health, positive health and spectrum of...shambhavirathore45
 
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...SUHANI PANDEY
 
BigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxBigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxolyaivanovalion
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...amitlee9823
 
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779Delhi Call girls
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxolyaivanovalion
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxolyaivanovalion
 
Zuja dropshipping via API with DroFx.pptx
Zuja dropshipping via API with DroFx.pptxZuja dropshipping via API with DroFx.pptx
Zuja dropshipping via API with DroFx.pptxolyaivanovalion
 

Dernier (20)

BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxBPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
 
100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptx
 
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts ServiceCall Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
 
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get CytotecAbortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interaction
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in Kishangarh
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in  KishangarhDelhi 99530 vip 56974 Genuine Escort Service Call Girls in  Kishangarh
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in Kishangarh
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
 
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al BarshaAl Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdf
 
Determinants of health, dimensions of health, positive health and spectrum of...
Determinants of health, dimensions of health, positive health and spectrum of...Determinants of health, dimensions of health, positive health and spectrum of...
Determinants of health, dimensions of health, positive health and spectrum of...
 
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
 
BigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxBigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptx
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
 
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptx
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFx
 
Zuja dropshipping via API with DroFx.pptx
Zuja dropshipping via API with DroFx.pptxZuja dropshipping via API with DroFx.pptx
Zuja dropshipping via API with DroFx.pptx
 

Startup Data Science: Use Data to Answer Questions, Rapidly Prototype, and Pitch Ideas