SlideShare a Scribd company logo

Data Science of Messy Metrics

•
•
Gilad Lotan
Gilad Lotan

My #TEDxPoynter talk slides

TechnologyBusiness
1 of 35
Hello Gilad Lotan | @gilgul | gilad@betaworks.com
still sexy?
Illustration: Matt Taylor
status affordances
let’s look at some data
Establishing the Norm
Data Reflects Us
Social Movement TV Show Awards Ceremony
Newtown Shooting News Breaks Obama visits
Volatility of Trends over Time
network analysis
User A User B Graph Representation of Social Data User A is connected to B User A User B User A follows User B Word A Word B Word A appeared with Word B User A User B User A retweeted User B connection follows appears with retweeted
Graph Measures • Centrality – Betweenness – Closeness – Eigenvector – Degree • Clustering Coefficient (clique) • Modularity outdegree=2 indegree=3 degree=5
Twitter Users with “python” in their Bios • 2 days of Twitter data • 4246 users • 62k tweets • Colors represent modularity class
Pythonistas on Twitter English / European Japanese Python (the snake) Chinese Spanish Speakers Musicians, Artists
#Debates / Ohio
#Debates / Ohio Politicos OSU Students Ohio based Media
VP Debate
supportaccusations
Fragmented audiences + multiple platforms = very messy data
metrics in context
graph-based analytics
Gilad Lotan | @gilgul gilad@betaworks.com

Recommended

Networkx & Gephi Tutorial #Pydata NYC
Networkx & Gephi Tutorial #Pydata NYCNetworkx & Gephi Tutorial #Pydata NYC
Networkx & Gephi Tutorial #Pydata NYCGilad Lotan
 
Deep multimodal intelligence by Xiaodong He from Microsoft
Deep multimodal intelligence by Xiaodong He from MicrosoftDeep multimodal intelligence by Xiaodong He from Microsoft
Deep multimodal intelligence by Xiaodong He from MicrosoftBill Liu
 
Nature language understanding by Baiyang Liu from Facebook
Nature language understanding by Baiyang Liu from FacebookNature language understanding by Baiyang Liu from Facebook
Nature language understanding by Baiyang Liu from FacebookBill Liu
 
Social Network Analysis - Visualization
Social Network Analysis - VisualizationSocial Network Analysis - Visualization
Social Network Analysis - VisualizationLee Taemin
 
Available Data Science M.Sc. Thesis Proposals
Available Data Science M.Sc. Thesis Proposals Available Data Science M.Sc. Thesis Proposals
Available Data Science M.Sc. Thesis Proposals Marco Brambilla
 
11 Network Experiments and Interventions
11 Network Experiments and Interventions11 Network Experiments and Interventions
11 Network Experiments and Interventionsdnac
 
A Bird in the Hand: Leveraging ILL Requests to Improve Electronic Resource A...
A Bird in the Hand: Leveraging ILL Requests to Improve Electronic Resource A...A Bird in the Hand: Leveraging ILL Requests to Improve Electronic Resource A...
A Bird in the Hand: Leveraging ILL Requests to Improve Electronic Resource A...Georgia Libraries Conference (formerly Ga COMO).
 
02 Network Data Collection
02 Network Data Collection02 Network Data Collection
02 Network Data Collectiondnac
 

Recommended

Networkx & Gephi Tutorial #Pydata NYC
Networkx & Gephi Tutorial #Pydata NYCNetworkx & Gephi Tutorial #Pydata NYC
Networkx & Gephi Tutorial #Pydata NYCGilad Lotan
 
Deep multimodal intelligence by Xiaodong He from Microsoft
Deep multimodal intelligence by Xiaodong He from MicrosoftDeep multimodal intelligence by Xiaodong He from Microsoft
Deep multimodal intelligence by Xiaodong He from MicrosoftBill Liu
 
Nature language understanding by Baiyang Liu from Facebook
Nature language understanding by Baiyang Liu from FacebookNature language understanding by Baiyang Liu from Facebook
Nature language understanding by Baiyang Liu from FacebookBill Liu
 
Social Network Analysis - Visualization
Social Network Analysis - VisualizationSocial Network Analysis - Visualization
Social Network Analysis - VisualizationLee Taemin
 
Available Data Science M.Sc. Thesis Proposals
Available Data Science M.Sc. Thesis Proposals Available Data Science M.Sc. Thesis Proposals
Available Data Science M.Sc. Thesis Proposals Marco Brambilla
 
11 Network Experiments and Interventions
11 Network Experiments and Interventions11 Network Experiments and Interventions
11 Network Experiments and Interventionsdnac
 
A Bird in the Hand: Leveraging ILL Requests to Improve Electronic Resource A...
A Bird in the Hand: Leveraging ILL Requests to Improve Electronic Resource A...A Bird in the Hand: Leveraging ILL Requests to Improve Electronic Resource A...
A Bird in the Hand: Leveraging ILL Requests to Improve Electronic Resource A...Georgia Libraries Conference (formerly Ga COMO).
 
02 Network Data Collection
02 Network Data Collection02 Network Data Collection
02 Network Data Collectiondnac
 
User Behaviour Pattern Recognition On Twitter Social Network
User Behaviour Pattern Recognition On Twitter Social NetworkUser Behaviour Pattern Recognition On Twitter Social Network
User Behaviour Pattern Recognition On Twitter Social NetworkGeorge Konstantakopoulos
 
CDTW Capstone Presentation
CDTW Capstone Presentation CDTW Capstone Presentation
CDTW Capstone Presentation Todd Rutherford
 
Team CDTW Capstone Presentation
Team CDTW Capstone Presentation Team CDTW Capstone Presentation
Team CDTW Capstone Presentation Todd Rutherford
 
#AMC2013 Participatory Social Impact Research
#AMC2013 Participatory Social Impact Research#AMC2013 Participatory Social Impact Research
#AMC2013 Participatory Social Impact ResearchGeorgia Bullen
 
The evolution of research on social media
The evolution of research on social mediaThe evolution of research on social media
The evolution of research on social mediaFarida Vis
 
Twitter Data Analytics
Twitter Data AnalyticsTwitter Data Analytics
Twitter Data Analyticsrupika08
 
Stefanie Haustein & Vincent Larivière: Astrophysicists on Twitter and other s...
Stefanie Haustein & Vincent Larivière: Astrophysicists on Twitter and other s...Stefanie Haustein & Vincent Larivière: Astrophysicists on Twitter and other s...
Stefanie Haustein & Vincent Larivière: Astrophysicists on Twitter and other s...Stefanie Haustein
 
Twitter analytics: some thoughts on sampling, tools, data, ethics and user re...
Twitter analytics: some thoughts on sampling, tools, data, ethics and user re...Twitter analytics: some thoughts on sampling, tools, data, ethics and user re...
Twitter analytics: some thoughts on sampling, tools, data, ethics and user re...Farida Vis
 
Who are We Studying: Humans or Bots?
Who are We Studying: Humans or Bots? Who are We Studying: Humans or Bots?
Who are We Studying: Humans or Bots? Toronto Metropolitan University
 
One Day in the Life of a National Twittersphere
One Day in the Life of a National TwittersphereOne Day in the Life of a National Twittersphere
One Day in the Life of a National TwittersphereAxel Bruns
 
What do we get from Twitter - and what not?
What do we get from Twitter - and what not?What do we get from Twitter - and what not?
What do we get from Twitter - and what not?Katrin Weller
 
NMIX 4200 Final Paper Report
NMIX 4200 Final Paper ReportNMIX 4200 Final Paper Report
NMIX 4200 Final Paper ReportPatrick Grant
 
4C13 J.15 Larson "Twitter based discourse community"
4C13 J.15 Larson "Twitter based discourse community"4C13 J.15 Larson "Twitter based discourse community"
4C13 J.15 Larson "Twitter based discourse community"rhetoricked
 
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013Digital Methods Initiative
 
Stefanie Haustein, Timothy D. Bowman, Benoît Macaluso, Cassidy R. Sugimoto &...
Stefanie Haustein, Timothy D. Bowman, Benoît Macaluso, Cassidy R. Sugimoto &...Stefanie Haustein, Timothy D. Bowman, Benoît Macaluso, Cassidy R. Sugimoto &...
Stefanie Haustein, Timothy D. Bowman, Benoît Macaluso, Cassidy R. Sugimoto &...Stefanie Haustein
 
Examining Polarization in Political Social Media: A Case of Twitter and the ...
Examining Polarization in Political Social Media: A Case of Twitter and the ...Examining Polarization in Political Social Media: A Case of Twitter and the ...
Examining Polarization in Political Social Media: A Case of Twitter and the ...Toronto Metropolitan University
 
Inferring social media user attributes using language and network information
Inferring social media user attributes using language and network informationInferring social media user attributes using language and network information
Inferring social media user attributes using language and network informationNikolaos Aletras
 
Researching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media AnalysisResearching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media AnalysisFarida Vis
 
Credibility Ranking of Tweets during High Impact Events
Credibility Ranking of Tweets during High Impact EventsCredibility Ranking of Tweets during High Impact Events
Credibility Ranking of Tweets during High Impact EventsIIIT Hyderabad
 
Social listening: how to do it and how to use (SNA Perspective)
Social listening: how to do it and how to use (SNA Perspective)Social listening: how to do it and how to use (SNA Perspective)
Social listening: how to do it and how to use (SNA Perspective)Toronto Metropolitan University
 
Gilad Lotan, News Xchange 2014, Algorithmic Power
Gilad Lotan, News Xchange 2014, Algorithmic PowerGilad Lotan, News Xchange 2014, Algorithmic Power
Gilad Lotan, News Xchange 2014, Algorithmic PowerGilad Lotan
 
A Networked Take on Influence: what we learn from data
A Networked Take on Influence: what we learn from dataA Networked Take on Influence: what we learn from data
A Networked Take on Influence: what we learn from dataGilad Lotan
 

More Related Content

Similar to Data Science of Messy Metrics

User Behaviour Pattern Recognition On Twitter Social Network
User Behaviour Pattern Recognition On Twitter Social NetworkUser Behaviour Pattern Recognition On Twitter Social Network
User Behaviour Pattern Recognition On Twitter Social NetworkGeorge Konstantakopoulos
 
CDTW Capstone Presentation
CDTW Capstone Presentation CDTW Capstone Presentation
CDTW Capstone Presentation Todd Rutherford
 
Team CDTW Capstone Presentation
Team CDTW Capstone Presentation Team CDTW Capstone Presentation
Team CDTW Capstone Presentation Todd Rutherford
 
#AMC2013 Participatory Social Impact Research
#AMC2013 Participatory Social Impact Research#AMC2013 Participatory Social Impact Research
#AMC2013 Participatory Social Impact ResearchGeorgia Bullen
 
The evolution of research on social media
The evolution of research on social mediaThe evolution of research on social media
The evolution of research on social mediaFarida Vis
 
Twitter Data Analytics
Twitter Data AnalyticsTwitter Data Analytics
Twitter Data Analyticsrupika08
 
Stefanie Haustein & Vincent Larivière: Astrophysicists on Twitter and other s...
Stefanie Haustein & Vincent Larivière: Astrophysicists on Twitter and other s...Stefanie Haustein & Vincent Larivière: Astrophysicists on Twitter and other s...
Stefanie Haustein & Vincent Larivière: Astrophysicists on Twitter and other s...Stefanie Haustein
 
Twitter analytics: some thoughts on sampling, tools, data, ethics and user re...
Twitter analytics: some thoughts on sampling, tools, data, ethics and user re...Twitter analytics: some thoughts on sampling, tools, data, ethics and user re...
Twitter analytics: some thoughts on sampling, tools, data, ethics and user re...Farida Vis
 
One Day in the Life of a National Twittersphere
One Day in the Life of a National TwittersphereOne Day in the Life of a National Twittersphere
One Day in the Life of a National TwittersphereAxel Bruns
 
What do we get from Twitter - and what not?
What do we get from Twitter - and what not?What do we get from Twitter - and what not?
What do we get from Twitter - and what not?Katrin Weller
 
NMIX 4200 Final Paper Report
NMIX 4200 Final Paper ReportNMIX 4200 Final Paper Report
NMIX 4200 Final Paper ReportPatrick Grant
 
4C13 J.15 Larson "Twitter based discourse community"
4C13 J.15 Larson "Twitter based discourse community"4C13 J.15 Larson "Twitter based discourse community"
4C13 J.15 Larson "Twitter based discourse community"rhetoricked
 
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013Digital Methods Initiative
 
Stefanie Haustein, Timothy D. Bowman, Benoît Macaluso, Cassidy R. Sugimoto &...
Stefanie Haustein, Timothy D. Bowman, Benoît Macaluso, Cassidy R. Sugimoto &...Stefanie Haustein, Timothy D. Bowman, Benoît Macaluso, Cassidy R. Sugimoto &...
Stefanie Haustein, Timothy D. Bowman, Benoît Macaluso, Cassidy R. Sugimoto &...Stefanie Haustein
 
Examining Polarization in Political Social Media: A Case of Twitter and the ...
Examining Polarization in Political Social Media: A Case of Twitter and the ...Examining Polarization in Political Social Media: A Case of Twitter and the ...
Examining Polarization in Political Social Media: A Case of Twitter and the ...Toronto Metropolitan University
 
Inferring social media user attributes using language and network information
Inferring social media user attributes using language and network informationInferring social media user attributes using language and network information
Inferring social media user attributes using language and network informationNikolaos Aletras
 
Researching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media AnalysisResearching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media AnalysisFarida Vis
 
Credibility Ranking of Tweets during High Impact Events
Credibility Ranking of Tweets during High Impact EventsCredibility Ranking of Tweets during High Impact Events
Credibility Ranking of Tweets during High Impact EventsIIIT Hyderabad
 
Social listening: how to do it and how to use (SNA Perspective)
Social listening: how to do it and how to use (SNA Perspective)Social listening: how to do it and how to use (SNA Perspective)
Social listening: how to do it and how to use (SNA Perspective)Toronto Metropolitan University
 

Similar to Data Science of Messy Metrics (20)

User Behaviour Pattern Recognition On Twitter Social Network
User Behaviour Pattern Recognition On Twitter Social NetworkUser Behaviour Pattern Recognition On Twitter Social Network
User Behaviour Pattern Recognition On Twitter Social Network
 
CDTW Capstone Presentation
CDTW Capstone Presentation CDTW Capstone Presentation
CDTW Capstone Presentation
 
Team CDTW Capstone Presentation
Team CDTW Capstone Presentation Team CDTW Capstone Presentation
Team CDTW Capstone Presentation
 
#AMC2013 Participatory Social Impact Research
#AMC2013 Participatory Social Impact Research#AMC2013 Participatory Social Impact Research
#AMC2013 Participatory Social Impact Research
 
The evolution of research on social media
The evolution of research on social mediaThe evolution of research on social media
The evolution of research on social media
 
Twitter Data Analytics
Twitter Data AnalyticsTwitter Data Analytics
Twitter Data Analytics
 
Stefanie Haustein & Vincent Larivière: Astrophysicists on Twitter and other s...
Stefanie Haustein & Vincent Larivière: Astrophysicists on Twitter and other s...Stefanie Haustein & Vincent Larivière: Astrophysicists on Twitter and other s...
Stefanie Haustein & Vincent Larivière: Astrophysicists on Twitter and other s...
 
Twitter analytics: some thoughts on sampling, tools, data, ethics and user re...
Twitter analytics: some thoughts on sampling, tools, data, ethics and user re...Twitter analytics: some thoughts on sampling, tools, data, ethics and user re...
Twitter analytics: some thoughts on sampling, tools, data, ethics and user re...
 
Who are We Studying: Humans or Bots?
Who are We Studying: Humans or Bots? Who are We Studying: Humans or Bots?
Who are We Studying: Humans or Bots?
 
One Day in the Life of a National Twittersphere
One Day in the Life of a National TwittersphereOne Day in the Life of a National Twittersphere
One Day in the Life of a National Twittersphere
 
What do we get from Twitter - and what not?
What do we get from Twitter - and what not?What do we get from Twitter - and what not?
What do we get from Twitter - and what not?
 
NMIX 4200 Final Paper Report
NMIX 4200 Final Paper ReportNMIX 4200 Final Paper Report
NMIX 4200 Final Paper Report
 
4C13 J.15 Larson "Twitter based discourse community"
4C13 J.15 Larson "Twitter based discourse community"4C13 J.15 Larson "Twitter based discourse community"
4C13 J.15 Larson "Twitter based discourse community"
 
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013
 
Stefanie Haustein, Timothy D. Bowman, Benoît Macaluso, Cassidy R. Sugimoto &...
Stefanie Haustein, Timothy D. Bowman, Benoît Macaluso, Cassidy R. Sugimoto &...Stefanie Haustein, Timothy D. Bowman, Benoît Macaluso, Cassidy R. Sugimoto &...
Stefanie Haustein, Timothy D. Bowman, Benoît Macaluso, Cassidy R. Sugimoto &...
 
Examining Polarization in Political Social Media: A Case of Twitter and the ...
Examining Polarization in Political Social Media: A Case of Twitter and the ...Examining Polarization in Political Social Media: A Case of Twitter and the ...
Examining Polarization in Political Social Media: A Case of Twitter and the ...
 
Inferring social media user attributes using language and network information
Inferring social media user attributes using language and network informationInferring social media user attributes using language and network information
Inferring social media user attributes using language and network information
 
Researching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media AnalysisResearching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media Analysis
 
Credibility Ranking of Tweets during High Impact Events
Credibility Ranking of Tweets during High Impact EventsCredibility Ranking of Tweets during High Impact Events
Credibility Ranking of Tweets during High Impact Events
 
Social listening: how to do it and how to use (SNA Perspective)
Social listening: how to do it and how to use (SNA Perspective)Social listening: how to do it and how to use (SNA Perspective)
Social listening: how to do it and how to use (SNA Perspective)
 

More from Gilad Lotan

Gilad Lotan, News Xchange 2014, Algorithmic Power
Gilad Lotan, News Xchange 2014, Algorithmic PowerGilad Lotan, News Xchange 2014, Algorithmic Power
Gilad Lotan, News Xchange 2014, Algorithmic PowerGilad Lotan
 
A Networked Take on Influence: what we learn from data
A Networked Take on Influence: what we learn from dataA Networked Take on Influence: what we learn from data
A Networked Take on Influence: what we learn from dataGilad Lotan
 
Networked Audiences: what we learn from data / Gilad Lotan / IPZ2012
Networked Audiences: what we learn from data / Gilad Lotan / IPZ2012Networked Audiences: what we learn from data / Gilad Lotan / IPZ2012
Networked Audiences: what we learn from data / Gilad Lotan / IPZ2012Gilad Lotan
 
Cbnweekly big data
Cbnweekly big data Cbnweekly big data
Cbnweekly big data Gilad Lotan
 
SocialFlow - 140confNYC
SocialFlow - 140confNYCSocialFlow - 140confNYC
SocialFlow - 140confNYCGilad Lotan
 
Seeing your Invisible Audience
Seeing your Invisible AudienceSeeing your Invisible Audience
Seeing your Invisible AudienceGilad Lotan
 
Understanding the Hebrew Blogosphere
Understanding the Hebrew BlogosphereUnderstanding the Hebrew Blogosphere
Understanding the Hebrew BlogosphereGilad Lotan
 
imPulse: materials and interactive design
imPulse: materials and interactive designimPulse: materials and interactive design
imPulse: materials and interactive designGilad Lotan
 
Gilad Presentation on Digital Hollywood
Gilad Presentation on Digital HollywoodGilad Presentation on Digital Hollywood
Gilad Presentation on Digital HollywoodGilad Lotan
 

More from Gilad Lotan (10)

Gilad Lotan, News Xchange 2014, Algorithmic Power
Gilad Lotan, News Xchange 2014, Algorithmic PowerGilad Lotan, News Xchange 2014, Algorithmic Power
Gilad Lotan, News Xchange 2014, Algorithmic Power
 
A Networked Take on Influence: what we learn from data
A Networked Take on Influence: what we learn from dataA Networked Take on Influence: what we learn from data
A Networked Take on Influence: what we learn from data
 
Networked Audiences: what we learn from data / Gilad Lotan / IPZ2012
Networked Audiences: what we learn from data / Gilad Lotan / IPZ2012Networked Audiences: what we learn from data / Gilad Lotan / IPZ2012
Networked Audiences: what we learn from data / Gilad Lotan / IPZ2012
 
Cbnweekly big data
Cbnweekly big data Cbnweekly big data
Cbnweekly big data
 
SocialFlow - 140confNYC
SocialFlow - 140confNYCSocialFlow - 140confNYC
SocialFlow - 140confNYC
 
Seeing your Invisible Audience
Seeing your Invisible AudienceSeeing your Invisible Audience
Seeing your Invisible Audience
 
Understanding the Hebrew Blogosphere
Understanding the Hebrew BlogosphereUnderstanding the Hebrew Blogosphere
Understanding the Hebrew Blogosphere
 
Times Open
Times OpenTimes Open
Times Open
 
imPulse: materials and interactive design
imPulse: materials and interactive designimPulse: materials and interactive design
imPulse: materials and interactive design
 
Gilad Presentation on Digital Hollywood
Gilad Presentation on Digital HollywoodGilad Presentation on Digital Hollywood
Gilad Presentation on Digital Hollywood
 

Recently uploaded

CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxnull - The Open Security Community
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
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
 
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
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Neo4j
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
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
 
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
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphNeo4j
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationSlibray Presentation
 
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
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 

Recently uploaded (20)

The transition to renewables in India.pdf
The transition to renewables in India.pdfThe transition to renewables in India.pdf
The transition to renewables in India.pdf
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
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
 
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)
 
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort ServiceHot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
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
 
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
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck Presentation
 
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
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
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
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 

Data Science of Messy Metrics