SlideShare uma empresa Scribd logo
1 de 47
By the People, For the People
the story of the crowdsourcing of StreeetBump
University College London May 29, 2013
Urban Data Management Symposium Fabio Carrera
1961-1977
1978 -1988 (today)
1977-1978
1988 - today
1996 - 2004
2007 -
½ Ma
½ Ve
½ SFe
Fabio Carrera
•Professor at Worcester Polytechnic Institute
•BSEE, MSCS (WPI)
•PhD in Urban Information Systems and Planning (MIT)
•Venice, Boston and Santa Fe Project Centers (WPI)
•100’s of City Projects for past 25 years
•Several smartphone apps
Related Papers & Conferences:
•Scholar.google.com (Fabio Carrera)
•Carrera 2012 (AIC)
•Carrera 2004 (MIT Dissertation)
•Carrera & Ferreira (2007)
•Carrera & Hewitt (2006)
OUTline
Premises
History of Project
The StreetBump App
StreetBump 2.0
OUTline
Premises
History of Project
The StreetBump App
StreetBump 2.0
Premises
Road Damage and Road Repairs
Prevention vs. Cure
Premises
Road Damage and Road Repairs
Prevention vs. Cure
Potholes and their Cost
• $400/yr per driver
• $67 Billion in US (2008)
• D+ for maintenance
Premises
Road Damage and Road Repairs
Prevention vs. Cure
An ounce of Prevention is worth a Pound of Cure…
Pavement Surveys (expensive)
Alternative: Citizen Damage Reports
Even Better: STREETBUMP
Automatic Road Surveys from Smartphone…
OUTline
Premises
History of Project
The StreetBump App
StreetBump 2.0
History
Venice Turbulence Mapper
Boston Pothole Mapper
Venice Moto Ondoso
Wake-induced Canal Wall Damage
National Geographic Magazine (August 1999)
Mapping Canal Wall Damage
Venice Turbulence Mapper
Chiu, D., Lacasse, C., Menard, K., (2004). Mapping Turbulent Motorboat Discharges in the
Canals of Venice, Italy. WPI Major Qualifying Project.
Mapping Boat Wake Turbulence
History
Venice Turbulence Mapper
Boston Pothole Mapper
from Venice to Boston…
WPI Global Project Centers
The Pothole Mapper
Angelini, N., Brache, J., Gdula, M., Shevlin, C., (2006). GPS Coordinated
Pothole Mapping. WPI Major Qualifying Project.
Automatically Mapping Potholes
Pothole Mapper in Mayor Menino’s SUV
(circa 2006)
OUTline
Premises
History of Project
The StreetBump App
StreetBump 2.0
The Advent of Smartphones
What year was the 1st iPhone introduced?
The First iPhone
June 28, 2007.
Reporting Problems with Apps
Good idea, but user must…
a)know about app
b)have app installed
c)remember about it
d)use it to report
StreetBump eliminates issues c and d
Automating Reports using Sensors
Accelerometers and
Digital Compass
GPS
Wifi and Cellular Data
StreetBump: a Pothole Mapping app
2008
• Android app
• Detects Bumps over threshold
• Records location on server and
• Acc. Forces (3 data windows)
• Orientation
• Bearing
• Entropy
• Downloadable data
• Settable parameters
StreetBump: Collecting Data Automatically
Turn it on and forget about it…
(originally intended for City vehicles)
StreetBump: Mapping all Bumps
How can we tell if it is REALLY a pothole?
StreetBump: Crowdsourcing Potholes
• No attempt at classification on the fly
• All Bumps over threshold are recorded on server
• Potholes are confirmed by REPEAT hits at same location
• Potholes have “signatures” that differ from
• Speed bumps
• Railroad tracks
• Bridge joints
• Manholes… etc.
• Swerving confirms presence of potholes
Identifying Potholes: Innocentive Challenge
• $25,000 prize
• 250,000 seekers
• 700 solvers
• 19 solutions
• 3 winners
Open algorithms for
POST-PROCESSING
StreetBump: Crowdsourced all the way
• 6+ theses (publically available on the web)
• 15+ students
• Venice and Boston Project Centers
StreetBump: Crowdsourced all the way
• 6+ theses (publically available on the web)
• 15+ students
• Venice and Boston Project Centers
• $30,000 grant
• Shared IP
StreetBump: Crowdsourced all the way
• 6+ theses (publically available on the web)
• 15+ students
• Venice and Boston Project Centers
• $30,000 grant
• Shared IP
StreetBump: Crowdsourced all the way
• 6+ theses (publically available on the web)
• 15+ students
• Venice and Boston Project Centers
• $30,000 grant
• Shared IP
• Free app
• Automatic Mapping
• Open Source
StreetBump: Crowdsourced all the way
• 6+ theses (publically available on the web)
• 15+ students
• Venice and Boston Project Centers
• $30,000 grant
• Shared IP
• Free app
• Automatic Mapping
• Open Source
• $25,000 prize
• 700 solvers -> 3 Winners
• Post-Processing Algorithms
StreetBump: Crowdsourced all the way
• 6+ theses (publically available on the web)
• 15+ students
• Venice and Boston Project Centers
• $30,000 grant
• Shared IP
• Free app
• Automatic Mapping
• Open Source
• $25,000 prize
• 700 solvers -> 3 Winners
• Post-Processing Algorithms
• StreetBump.org
StreetBump: Crowdsourced all the way
• 6+ theses (publically available on the web)
• 15+ students
• Venice and Boston Project Centers
• $30,000 grant
• Shared IP
• Free app
• Automatic Mapping
• Open Source
• $25,000 prize
• 700 solvers -> 3 Winners
• Post-Processing Algorithms
• StreetBump.org
• 10,000 + downloads
• 1,000’s of contributors
• 100’s of staff users
OUTline
Premises
History of Project
The StreetBump App
StreetBump 2.0
StreetBump.org
Pothole Agents
carrera@wpi.edu
fabiocarrera.com
carrera.fabio@gmail.com
Citizapps.com
Streetbump.org
THANKS!

Mais conteúdo relacionado

Semelhante a StreetBump - The total crowdsourcing of a pothole mapping app

Urban Agents and Citizen Apps
Urban Agents and Citizen AppsUrban Agents and Citizen Apps
Urban Agents and Citizen AppsFabio Carrera
 
최근의 공간정보 동향과 시사점 - 한국역학회 특강
최근의 공간정보 동향과 시사점 - 한국역학회 특강최근의 공간정보 동향과 시사점 - 한국역학회 특강
최근의 공간정보 동향과 시사점 - 한국역학회 특강SANGHEE SHIN
 
2018 Information Forum - Bob Bennett
2018 Information Forum - Bob Bennett2018 Information Forum - Bob Bennett
2018 Information Forum - Bob BennettMcrpc Staff
 
Crowdsourced planning nash_27mar2014.pptx
Crowdsourced planning nash_27mar2014.pptxCrowdsourced planning nash_27mar2014.pptx
Crowdsourced planning nash_27mar2014.pptxAndrew Nash
 
ECAI smart cities 2012
ECAI smart cities 2012ECAI smart cities 2012
ECAI smart cities 2012Fabio Carrera
 
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...CycleStreets
 
FIWARE Global Summit - Snap4City (IoT): Integrating Data and Devices
FIWARE Global Summit - Snap4City (IoT): Integrating Data and DevicesFIWARE Global Summit - Snap4City (IoT): Integrating Data and Devices
FIWARE Global Summit - Snap4City (IoT): Integrating Data and DevicesFIWARE
 
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...Paolo Nesi
 
Location Data - Finding the needle in the haystack
Location Data - Finding the needle in the haystackLocation Data - Finding the needle in the haystack
Location Data - Finding the needle in the haystackLucy Woods
 
Talk: "Using Open Data and Crowdsourcing to develop CycleStreets"
Talk: "Using Open Data and Crowdsourcing to develop CycleStreets"Talk: "Using Open Data and Crowdsourcing to develop CycleStreets"
Talk: "Using Open Data and Crowdsourcing to develop CycleStreets"CycleStreets
 
OpenStreetMap - The Quality Issue
OpenStreetMap - The Quality IssueOpenStreetMap - The Quality Issue
OpenStreetMap - The Quality IssueCASA, UCL
 
Initiative CityData30 in Geomundus
Initiative CityData30 in GeomundusInitiative CityData30 in Geomundus
Initiative CityData30 in GeomundusFernando Benitez
 
Snap4City November 2019 Course: Smart City IOT Data Analytics
Snap4City November 2019 Course: Smart City IOT Data AnalyticsSnap4City November 2019 Course: Smart City IOT Data Analytics
Snap4City November 2019 Course: Smart City IOT Data AnalyticsPaolo Nesi
 
AAAIM Presentation to the Context-Sensitive Dialogue Workshop (October 2009)...
AAAIM Presentation to the Context-Sensitive Dialogue Workshop  (October 2009)...AAAIM Presentation to the Context-Sensitive Dialogue Workshop  (October 2009)...
AAAIM Presentation to the Context-Sensitive Dialogue Workshop (October 2009)...Sheila Holbrook-White
 
Ecological Society of America - Austin 2011
Ecological Society of America - Austin 2011Ecological Society of America - Austin 2011
Ecological Society of America - Austin 2011Fabio Carrera
 
City focus: A web-based interactive 2D and 3D GIS application to find the bes...
City focus: A web-based interactive 2D and 3D GIS application to find the bes...City focus: A web-based interactive 2D and 3D GIS application to find the bes...
City focus: A web-based interactive 2D and 3D GIS application to find the bes...Carolina Arias Muñoz
 
From Global to Local: Mobile, Mapping and Action
From Global to Local: Mobile, Mapping and ActionFrom Global to Local: Mobile, Mapping and Action
From Global to Local: Mobile, Mapping and ActionChristian Kreutz
 

Semelhante a StreetBump - The total crowdsourcing of a pothole mapping app (20)

Urban Agents and Citizen Apps
Urban Agents and Citizen AppsUrban Agents and Citizen Apps
Urban Agents and Citizen Apps
 
최근의 공간정보 동향과 시사점 - 한국역학회 특강
최근의 공간정보 동향과 시사점 - 한국역학회 특강최근의 공간정보 동향과 시사점 - 한국역학회 특강
최근의 공간정보 동향과 시사점 - 한국역학회 특강
 
2018 Information Forum - Bob Bennett
2018 Information Forum - Bob Bennett2018 Information Forum - Bob Bennett
2018 Information Forum - Bob Bennett
 
Crowdsourced planning nash_27mar2014.pptx
Crowdsourced planning nash_27mar2014.pptxCrowdsourced planning nash_27mar2014.pptx
Crowdsourced planning nash_27mar2014.pptx
 
GeoSmart Cities - 2020 & Beyond
GeoSmart Cities - 2020 & BeyondGeoSmart Cities - 2020 & Beyond
GeoSmart Cities - 2020 & Beyond
 
ECAI smart cities 2012
ECAI smart cities 2012ECAI smart cities 2012
ECAI smart cities 2012
 
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
 
FIWARE Global Summit - Snap4City (IoT): Integrating Data and Devices
FIWARE Global Summit - Snap4City (IoT): Integrating Data and DevicesFIWARE Global Summit - Snap4City (IoT): Integrating Data and Devices
FIWARE Global Summit - Snap4City (IoT): Integrating Data and Devices
 
Lesson3 esa summer_school_brovelli
Lesson3 esa summer_school_brovelliLesson3 esa summer_school_brovelli
Lesson3 esa summer_school_brovelli
 
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...
 
Connecting Capital Metro
Connecting Capital MetroConnecting Capital Metro
Connecting Capital Metro
 
Location Data - Finding the needle in the haystack
Location Data - Finding the needle in the haystackLocation Data - Finding the needle in the haystack
Location Data - Finding the needle in the haystack
 
Talk: "Using Open Data and Crowdsourcing to develop CycleStreets"
Talk: "Using Open Data and Crowdsourcing to develop CycleStreets"Talk: "Using Open Data and Crowdsourcing to develop CycleStreets"
Talk: "Using Open Data and Crowdsourcing to develop CycleStreets"
 
OpenStreetMap - The Quality Issue
OpenStreetMap - The Quality IssueOpenStreetMap - The Quality Issue
OpenStreetMap - The Quality Issue
 
Initiative CityData30 in Geomundus
Initiative CityData30 in GeomundusInitiative CityData30 in Geomundus
Initiative CityData30 in Geomundus
 
Snap4City November 2019 Course: Smart City IOT Data Analytics
Snap4City November 2019 Course: Smart City IOT Data AnalyticsSnap4City November 2019 Course: Smart City IOT Data Analytics
Snap4City November 2019 Course: Smart City IOT Data Analytics
 
AAAIM Presentation to the Context-Sensitive Dialogue Workshop (October 2009)...
AAAIM Presentation to the Context-Sensitive Dialogue Workshop  (October 2009)...AAAIM Presentation to the Context-Sensitive Dialogue Workshop  (October 2009)...
AAAIM Presentation to the Context-Sensitive Dialogue Workshop (October 2009)...
 
Ecological Society of America - Austin 2011
Ecological Society of America - Austin 2011Ecological Society of America - Austin 2011
Ecological Society of America - Austin 2011
 
City focus: A web-based interactive 2D and 3D GIS application to find the bes...
City focus: A web-based interactive 2D and 3D GIS application to find the bes...City focus: A web-based interactive 2D and 3D GIS application to find the bes...
City focus: A web-based interactive 2D and 3D GIS application to find the bes...
 
From Global to Local: Mobile, Mapping and Action
From Global to Local: Mobile, Mapping and ActionFrom Global to Local: Mobile, Mapping and Action
From Global to Local: Mobile, Mapping and Action
 

Mais de Fabio Carrera

Google tools for WPI IQPs
Google tools for WPI IQPsGoogle tools for WPI IQPs
Google tools for WPI IQPsFabio Carrera
 
Citizensourcing: from StreetBump to DEW (ESA 2011)
Citizensourcing: from StreetBump to DEW (ESA 2011)Citizensourcing: from StreetBump to DEW (ESA 2011)
Citizensourcing: from StreetBump to DEW (ESA 2011)Fabio Carrera
 
Crowdfunding the preservation of Venetian public art
Crowdfunding the preservation of Venetian public artCrowdfunding the preservation of Venetian public art
Crowdfunding the preservation of Venetian public artFabio Carrera
 
Conoscenza e condivisione
Conoscenza e condivisioneConoscenza e condivisione
Conoscenza e condivisioneFabio Carrera
 
Carrera glascock urisa_06
Carrera glascock urisa_06Carrera glascock urisa_06
Carrera glascock urisa_06Fabio Carrera
 
Participatory Interactive Urban Modeling (St. Mike's)
Participatory Interactive Urban Modeling (St. Mike's)Participatory Interactive Urban Modeling (St. Mike's)
Participatory Interactive Urban Modeling (St. Mike's)Fabio Carrera
 
Presentazione Traffico Comune
Presentazione Traffico ComunePresentazione Traffico Comune
Presentazione Traffico ComuneFabio Carrera
 

Mais de Fabio Carrera (20)

Google tools for WPI IQPs
Google tools for WPI IQPsGoogle tools for WPI IQPs
Google tools for WPI IQPs
 
UCL - Future Cities
UCL - Future CitiesUCL - Future Cities
UCL - Future Cities
 
Ucl oct 2012
Ucl oct 2012Ucl oct 2012
Ucl oct 2012
 
Ck console
Ck consoleCk console
Ck console
 
Preser venice web
Preser venice webPreser venice web
Preser venice web
 
Citizensourcing: from StreetBump to DEW (ESA 2011)
Citizensourcing: from StreetBump to DEW (ESA 2011)Citizensourcing: from StreetBump to DEW (ESA 2011)
Citizensourcing: from StreetBump to DEW (ESA 2011)
 
Crowdfunding the preservation of Venetian public art
Crowdfunding the preservation of Venetian public artCrowdfunding the preservation of Venetian public art
Crowdfunding the preservation of Venetian public art
 
Sociocracy sfx
Sociocracy sfxSociocracy sfx
Sociocracy sfx
 
Conoscenza e condivisione
Conoscenza e condivisioneConoscenza e condivisione
Conoscenza e condivisione
 
Urban agents
Urban agentsUrban agents
Urban agents
 
Ucl
UclUcl
Ucl
 
Carrera beyond sdi
Carrera beyond sdiCarrera beyond sdi
Carrera beyond sdi
 
Carrera glascock urisa_06
Carrera glascock urisa_06Carrera glascock urisa_06
Carrera glascock urisa_06
 
Umds presentation
Umds presentationUmds presentation
Umds presentation
 
NM MPO Meeting
NM MPO MeetingNM MPO Meeting
NM MPO Meeting
 
Citizen apps
Citizen appsCitizen apps
Citizen apps
 
Participatory Interactive Urban Modeling (St. Mike's)
Participatory Interactive Urban Modeling (St. Mike's)Participatory Interactive Urban Modeling (St. Mike's)
Participatory Interactive Urban Modeling (St. Mike's)
 
Android Picturepost
Android PicturepostAndroid Picturepost
Android Picturepost
 
CK_Long_tail
CK_Long_tailCK_Long_tail
CK_Long_tail
 
Presentazione Traffico Comune
Presentazione Traffico ComunePresentazione Traffico Comune
Presentazione Traffico Comune
 

Último

Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobeapidays
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businesspanagenda
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesBoston Institute of Analytics
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Principled Technologies
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 

Último (20)

Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 

StreetBump - The total crowdsourcing of a pothole mapping app