SlideShare uma empresa Scribd logo
1 de 66
Baixar para ler offline
A FEDERATED SEARCH AND
        SOCIAL RECOMMENDATION
                 WIDGET
          Sten Govaerts, Sandy El Helou, Erik Duval and Denis Gillet.




Saturday 19 March 2011
WHAT’S A WIDGET ?!?




Saturday 19 March 2011
WHAT’S A WIDGET ?!?




Saturday 19 March 2011
WHAT’S A WIDGET ?!?




Saturday 19 March 2011
WHAT’S A WIDGET ?!?




Saturday 19 March 2011
WHAT’S A WIDGET ?!?




Saturday 19 March 2011
CONTEXT
    • Personal            Learning Environment:
         • customizable
         • re-use, creation        & mashup of tools, resources
    • enable             users to access content
         • in     different contexts




Saturday 19 March 2011
CONTEXT
    • Personal            Learning Environment:
         • customizable
         • re-use, creation        & mashup of tools, resources
    • enable             users to access content
         • in     different contexts




Saturday 19 March 2011
CONTEXT
    • Personal            Learning Environment:
         • customizable
         • re-use, creation        & mashup of tools, resources
    • enable             users to access content
         • in     different contexts




Saturday 19 March 2011
ARCHITECTURE




Saturday 19 March 2011
ARCHITECTURE




Saturday 19 March 2011
ARCHITECTURE




Saturday 19 March 2011
ARCHITECTURE




Saturday 19 March 2011
ARCHITECTURE




Saturday 19 March 2011
ARCHITECTURE




Saturday 19 March 2011
ARCHITECTURE




Saturday 19 March 2011
ARCHITECTURE




Saturday 19 March 2011
ARCHITECTURE




Saturday 19 March 2011
ARCHITECTURE




Saturday 19 March 2011
DEMO...




Saturday 19 March 2011
DEMO...




Saturday 19 March 2011
DEMO...




Saturday 19 March 2011
DEMO...




Saturday 19 March 2011
PAGE RANK
                         HYPERLINK
               WEB
               SITE
                                          Rank of node i:




                                     A node is important if and only if many other
                                             important nodes point to it




Saturday 19 March 2011
OUR CASE
                                                                                  hare
                                                                                       d    R1
                                                                           d   /s
                                                                    save
                                                                      saved/shared
                                                  d
                                                en tion
                                                           Sten                             R2
                                            fr i e c                      dis
                                                n                            like
                                           c on                                  d
                                                                  lik
                                                                     ed
                                                                                           R3
                               d n
                                       Sandy
                            ien ctio
                          fr e
                         c on
                             n                     lik
                                                      ed
                                                                                  R4

                 Erik                                       R5




Saturday 19 March 2011
NOW FOR MULTI-DIRECTIONAL,
        PERSONALIZED & CONTEXTUAL RANKING




                         A node is important to a particular set of nodes (representing the
                         target user and the context) if and only if many important nodes
                         connected to this root set, via important relation types, point to it

Saturday 19 March 2011
EVALUATION

    • 15        PhD students at K.U. Leuven and EPFL.

    •   What?

         • usability

         • user          satisfaction

         • usefulness



Saturday 19 March 2011
FIRST PHASE
    • current            media search tool: Google & YouTube




    • understanding            recommendations: 6/15 from like/dislike

Saturday 19 March 2011
FIRST PHASE
    • current            media search tool: Google & YouTube




    • understanding            recommendations: 6/15 from like/dislike

Saturday 19 March 2011
FIRST PHASE
    • current            media search tool: Google & YouTube




    • understanding            recommendations: 6/15 from like/dislike

Saturday 19 March 2011
FIRST PHASE
    • current            media search tool: Google & YouTube




    • understanding            recommendations: 6/15 from like/dislike

Saturday 19 March 2011
FIRST PHASE
    • current            media search tool: Google & YouTube




    • understanding            recommendations: 6/15 from like/dislike

Saturday 19 March 2011
FIRST PHASE
    • current            media search tool: Google & YouTube




    • understanding            recommendations: 6/15 from like/dislike

Saturday 19 March 2011
FIRST PHASE
    • current            media search tool: Google & YouTube




    • understanding            recommendations: 6/15 from like/dislike

Saturday 19 March 2011
SECOND PHASE




Saturday 19 March 2011
SECOND PHASE
    • only         14 participants (one less)
    •   open questions
    • usefulness          of recommendations: 11/14 pro.
    • user   satisfaction: System Usability Scale (SUS) & MS
        Desirability Toolkit
    • SUS          score: 66,25%
         •2      groups

Saturday 19 March 2011
SECOND PHASE
    • only         14 participants (one less)
    •   open questions
    • usefulness          of recommendations: 11/14 pro.
    • user   satisfaction: System Usability Scale (SUS) & MS
        Desirability Toolkit
    • SUS          score: 66,25%
         •2                                     K.U. Leuven: high (75%)
                 groups
                                           EPFL + one K.U.Leuven: low (50%)

Saturday 19 March 2011
WHY THE DIFFERENT SUS?



    • 1st        phase by 2 interviewers




Saturday 19 March 2011
WHY THE DIFFERENT SUS?



    • 1st        phase by 2 interviewers




Saturday 19 March 2011
WHY THE DIFFERENT SUS?



    • 1st        phase by 2 interviewers




Saturday 19 March 2011
WHY THE DIFFERENT SUS?

    •   issues:

         • distracts       of unrelated widget’s UI updates.

         • layout        too dense

         • height        of widgets too small

    • KULeuven             student had prior experience with iGoogle.

    • not         evaluating the widget but the whole experience...

Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
DESIRABILITY...




Saturday 19 March 2011
RECOMMENDATIONS
                            EVALUATION
    • compare    recommendations to their favourite
        tool: Google
         •2       groups with different queries




Saturday 19 March 2011
RECOMMENDATIONS
                            EVALUATION
    • compare    recommendations to their favourite
        tool: Google
         •2       groups with different queries
                         # relevant items returned
    Precision =
                          # total items returned




Saturday 19 March 2011
RECOMMENDATIONS
                            EVALUATION
    • compare    recommendations to their favourite
        tool: Google
         •2       groups with different queries

    Precision # relevant items returned in top N list
             =
      at N     # total items returned




Saturday 19 March 2011
RECOMMENDATIONS
                            EVALUATION
    • compare    recommendations to their favourite
        tool: Google
         •2       groups with different queries

    Precision # relevant items returned in top N list
             =
      at N     # total items returned

    • Google:            more relevant results
         • Google:        avg. prec. at 10 = 65%
         • widget:        avg. prec. at 10 = 50%
Saturday 19 March 2011
RECOMMENDATIONS
                            EVALUATION
    • compare    recommendations to their favourite
        tool: Google
         •2       groups with different queries

    Precision # relevant items returned in top N list
             =
      at N     # total items returned

    • Google:            more relevant results
         • Google:        avg. prec. at 10 = 65% less variation
         • widget:        avg. prec. at 10 = 50%   in results
Saturday 19 March 2011
FIXES...




Saturday 19 March 2011
FIXES...




Saturday 19 March 2011
FIXES...




Saturday 19 March 2011
FIXES...




Saturday 19 March 2011
FUTURE WORK

    • evaluation    in larger scale real-world
        situation (university + business)

    • evaluate  user satisfaction of widget
        and not container

    • evaluate   the recommendations
        further (based on use).

    • make               recommendations transparent

Saturday 19 March 2011
MORE VISUAL SEARCH...




Saturday 19 March 2011
THANK YOU!
                         QUESTIONS?...
Saturday 19 March 2011

Mais conteúdo relacionado

Mais de Sten Govaerts

Learning Analytics at KULeuven by the team of Erik Duval
Learning Analytics at KULeuven by the team of Erik DuvalLearning Analytics at KULeuven by the team of Erik Duval
Learning Analytics at KULeuven by the team of Erik DuvalSten Govaerts
 
The Smart Device Specification for Remote Labs
The Smart Device Specification for Remote LabsThe Smart Device Specification for Remote Labs
The Smart Device Specification for Remote LabsSten Govaerts
 
The Go-Lab project at the REACT Research Days
The Go-Lab project at the REACT Research DaysThe Go-Lab project at the REACT Research Days
The Go-Lab project at the REACT Research DaysSten Govaerts
 
Learning Analytics Dashboards
Learning Analytics DashboardsLearning Analytics Dashboards
Learning Analytics DashboardsSten Govaerts
 
Towards an online lab portal for inquiry-based STEM learning at school.
Towards an online lab portal for inquiry-based STEM learning at school.Towards an online lab portal for inquiry-based STEM learning at school.
Towards an online lab portal for inquiry-based STEM learning at school.Sten Govaerts
 
SpeakUp – A Mobile App Facilitating Audience Interaction
SpeakUp – A Mobile App Facilitating Audience InteractionSpeakUp – A Mobile App Facilitating Audience Interaction
SpeakUp – A Mobile App Facilitating Audience InteractionSten Govaerts
 
The Student Activity Meter
The Student Activity MeterThe Student Activity Meter
The Student Activity MeterSten Govaerts
 
Learning Analytics & Learnscapes.
Learning Analytics & Learnscapes.Learning Analytics & Learnscapes.
Learning Analytics & Learnscapes.Sten Govaerts
 
The Student Activity Meter for Awareness and Self-reflection
The Student Activity Meter for Awareness and Self-reflectionThe Student Activity Meter for Awareness and Self-reflection
The Student Activity Meter for Awareness and Self-reflectionSten Govaerts
 
Learning Dashboards and Learnscapes
Learning Dashboards and LearnscapesLearning Dashboards and Learnscapes
Learning Dashboards and LearnscapesSten Govaerts
 
The Student Activity Meter for Awareness and Self-reflection
The Student Activity Meter for Awareness and Self-reflectionThe Student Activity Meter for Awareness and Self-reflection
The Student Activity Meter for Awareness and Self-reflectionSten Govaerts
 
Evaluating the Student Activity Meter: Two Case Studies.
Evaluating the Student Activity Meter: Two Case Studies.Evaluating the Student Activity Meter: Two Case Studies.
Evaluating the Student Activity Meter: Two Case Studies.Sten Govaerts
 
Towards Responsive Open Learning Environments: the ROLE Interoperability Fram...
Towards Responsive Open Learning Environments: the ROLE Interoperability Fram...Towards Responsive Open Learning Environments: the ROLE Interoperability Fram...
Towards Responsive Open Learning Environments: the ROLE Interoperability Fram...Sten Govaerts
 
Using mashup technology to improve findability
Using mashup technology to improve findabilityUsing mashup technology to improve findability
Using mashup technology to improve findabilitySten Govaerts
 
Visualizing Activities for Self-reflection and Awareness
Visualizing Activities for Self-reflection and AwarenessVisualizing Activities for Self-reflection and Awareness
Visualizing Activities for Self-reflection and AwarenessSten Govaerts
 
Role WP3 roadmapping
Role WP3 roadmappingRole WP3 roadmapping
Role WP3 roadmappingSten Govaerts
 
Improving Findability through Mashups and Visualizations.
Improving Findability through Mashups and Visualizations.Improving Findability through Mashups and Visualizations.
Improving Findability through Mashups and Visualizations.Sten Govaerts
 
User Interface Evaluation from the ROLE user interface meetings.
User Interface Evaluation from the ROLE user interface meetings.User Interface Evaluation from the ROLE user interface meetings.
User Interface Evaluation from the ROLE user interface meetings.Sten Govaerts
 

Mais de Sten Govaerts (20)

Learning Analytics at KULeuven by the team of Erik Duval
Learning Analytics at KULeuven by the team of Erik DuvalLearning Analytics at KULeuven by the team of Erik Duval
Learning Analytics at KULeuven by the team of Erik Duval
 
The Smart Device Specification for Remote Labs
The Smart Device Specification for Remote LabsThe Smart Device Specification for Remote Labs
The Smart Device Specification for Remote Labs
 
The Go-Lab project at the REACT Research Days
The Go-Lab project at the REACT Research DaysThe Go-Lab project at the REACT Research Days
The Go-Lab project at the REACT Research Days
 
Learning Analytics Dashboards
Learning Analytics DashboardsLearning Analytics Dashboards
Learning Analytics Dashboards
 
Towards an online lab portal for inquiry-based STEM learning at school.
Towards an online lab portal for inquiry-based STEM learning at school.Towards an online lab portal for inquiry-based STEM learning at school.
Towards an online lab portal for inquiry-based STEM learning at school.
 
SpeakUp – A Mobile App Facilitating Audience Interaction
SpeakUp – A Mobile App Facilitating Audience InteractionSpeakUp – A Mobile App Facilitating Audience Interaction
SpeakUp – A Mobile App Facilitating Audience Interaction
 
The Student Activity Meter
The Student Activity MeterThe Student Activity Meter
The Student Activity Meter
 
Learning Analytics & Learnscapes.
Learning Analytics & Learnscapes.Learning Analytics & Learnscapes.
Learning Analytics & Learnscapes.
 
The Student Activity Meter for Awareness and Self-reflection
The Student Activity Meter for Awareness and Self-reflectionThe Student Activity Meter for Awareness and Self-reflection
The Student Activity Meter for Awareness and Self-reflection
 
Learning Dashboards and Learnscapes
Learning Dashboards and LearnscapesLearning Dashboards and Learnscapes
Learning Dashboards and Learnscapes
 
The Student Activity Meter for Awareness and Self-reflection
The Student Activity Meter for Awareness and Self-reflectionThe Student Activity Meter for Awareness and Self-reflection
The Student Activity Meter for Awareness and Self-reflection
 
Evaluating the Student Activity Meter: Two Case Studies.
Evaluating the Student Activity Meter: Two Case Studies.Evaluating the Student Activity Meter: Two Case Studies.
Evaluating the Student Activity Meter: Two Case Studies.
 
Towards Responsive Open Learning Environments: the ROLE Interoperability Fram...
Towards Responsive Open Learning Environments: the ROLE Interoperability Fram...Towards Responsive Open Learning Environments: the ROLE Interoperability Fram...
Towards Responsive Open Learning Environments: the ROLE Interoperability Fram...
 
Using mashup technology to improve findability
Using mashup technology to improve findabilityUsing mashup technology to improve findability
Using mashup technology to improve findability
 
Multimedia: Music
Multimedia: MusicMultimedia: Music
Multimedia: Music
 
Visualizing Activities for Self-reflection and Awareness
Visualizing Activities for Self-reflection and AwarenessVisualizing Activities for Self-reflection and Awareness
Visualizing Activities for Self-reflection and Awareness
 
Role UI session
Role UI sessionRole UI session
Role UI session
 
Role WP3 roadmapping
Role WP3 roadmappingRole WP3 roadmapping
Role WP3 roadmapping
 
Improving Findability through Mashups and Visualizations.
Improving Findability through Mashups and Visualizations.Improving Findability through Mashups and Visualizations.
Improving Findability through Mashups and Visualizations.
 
User Interface Evaluation from the ROLE user interface meetings.
User Interface Evaluation from the ROLE user interface meetings.User Interface Evaluation from the ROLE user interface meetings.
User Interface Evaluation from the ROLE user interface meetings.
 

Último

Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech 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
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
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
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
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
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfhans926745
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
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
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessPixlogix Infotech
 

Último (20)

Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech 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
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
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...
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
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
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdf
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
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
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your Business
 

A Federated Search and Social Recommendation Widget