SlideShare ist ein Scribd-Unternehmen logo
1 von 33
Big Data Europe Platform ReleaseMay 3rd 2017
Big Data Europe Integrator Platform
Empowering Communities with Data Technologies
Platform release
Dr. Hajira Jabeen
Senior researcher
University of Bonn
Platform Goals
◎Opensource
◎Ease of Use
◎Support a variety of use cases
◎Embrace emerging Big Data Technologies
◎Simple integration with custom components
Key actors
Platform Architecture Evolution
4
Platform Architecture Evolution
5
Platform Architecture Evolution
6
7
Platform Architecture Existing
Platform Architecture Existing
8
Platform Architecture Alternate View
Support Layer
Init Daemon
GUIs
Monitor
App Layer
Traffic
Forecast
Satellite Image Analysis
Platform Layer
Spark Flink Semantic Layer
Ontario SANSA Semagrow
Kafka
Real-time Stream Monitoring
...
...
Resource Management Layer (Swarm)
Hardware Layer
Premises Cloud (AWS, GCE, MS Azure, 
)
Hadoop NOSQL Store CassandraElasticsearch ...RDF Store
Data Layer
BDE Supported Frameworks
Search/indexing Data processing
Apache Solr Apache Spark
Data acquisition Apache Flink
Apache Flume Semantic Components
Message passing Strabon
Apache Kafka Sextant
Data storage GeoTriples
Hue Silk
Apache Cassandra SEMAGROW
ScyllaDB LIMES
Apache Hive 4Store
Postgis OpenLink Virtuoso
10
Platform features
◎ BDE Development Environment
o Stack builder
o Workflow builder
o Instructions to add custom components to the BDE
stack
◎ Administrator Interface
o SwarmUI
◎ UI Integrator
o Workflow monitor
o Integrated web interface
11
What BDE Provides ?
◎Platform Installation Instructions
◎Usage Instructions
o Creating a stack
o Creating a workflow
o Monitoring the Stack
o Integration of Custom Components
12
Platform installation
◎Manual installation guide
◎Using Docker Machine
o On local machine (VirtualBox)
o In cloud (AWS, DigitalOcean, Azure)
o Bare metal
◎Screencasts
13
Deploying a Big Data Stack
◎ Stack Builder
◎ Stack
o Collection of communicating components to solve a
specific problem
◎ Described in Docker Compose
o Component configuration
o Application topology
14
Creation of WorkFlows
◎Pipeline Builder
o Allows creation of dependencies among
different applications
◎ WorkFlow Monitor
o Monitoring of pipeline-workflow using
15
Integrating Custom Components
◎Instructions
o Orchestrator required for initialization process
(init_daemon)
❖ Components may depend on each other
❖ Components may require manual intervention
o User Interface Integration
❖ Standard Interfaces from components
❖ Combine and align the interfaces
16
User Interfaces
◎Target: Facilitate the use of the platform
o User Interface Adaption
◎Available interfaces
o Workflow UIs
❖ Workflow Builder
❖ Workflow Monitor
o Swarm UI
o Integrator UI
17
Details !
18
Presentations by Ivan, Aad and Jens
19
Summary
20
Platform Architecture
21
Pilot Show Cases
22
SC1 SC2 SC3 SC4 SC5 SC6
SC7
SC1 - Open PHACTS discovery platform relating to biological/medical questions
SC2 - Discovery and Linking of Viticulture-relevant information
SC3 - System monitoring in energy production units
SC4 - Short-Term traffic flow forecasting.
SC5 - Supporting data-intensive climate research
SC6 - Citizens & Researchers Budget on Municipal Level
SC7 - Ingestion of remote sensing images and social sensing data to detect and verify
changes on the Earth surface for security applications
SC1- Health
23
SC2 - Food
24
SC3 - Energy
25
26
SC4 - Transport
FCD: Floating Car Data
NRT: Near Real Time
SC5 - Climate
27
SC6 - Social Sciences
28
SC7 - Security
29
BDE vs Hadoop distributions
Hortonworks Cloudera MapR Bigtop BDE
File System HDFS HDFS NFS HDFS HDFS
Installation Native Native Native Native lightweight
virtualization
Flexible Modular Architecture no no no no yes
High Availability Single failure
recovery (yarn)
Single failure
recovery (yarn)
Self healing, mult.
failure rec.
Single failure
recovery (yarn)
Failure recovery
Cost Commercial Commercial Commercial Free Free
Scaling Freemium Freemium Freemium Free Free
Addition of custom
components
Not easy No No No Yes
Integration testing yes yes yes yes --
Operating systems Linux Linux Linux Linux Windows/Mac/Linux
Management tool Ambari Cloudera manager MapR Control
system
- Docker swarm UI+
Custom
30
BDE vs Hadoop distributions
◎BDE is not built on top of existing distributions
◎Targets
o Communities
o Research Institutions
◎Bridges scientists and open data
◎Multi Tier research efforts towards Smart Data
31
Maintenance and Uptake
◎Community Driven
◎Adapters
■ Feuga , Eurostat, ILVO
■ I2cat, Vicomtech, IoF
◎Follow Up Projects
■ HOBBIT
■ Special
■ Big Ocean
■ Qrowd
32
Wrap up
33
◎Big Data Europe - Platform
o Containerized Components
o Development and Runtime Facilities
◎Show Cases
o From Components to Architectures
o Evolving Microservice Architectures

Weitere Àhnliche Inhalte

Was ist angesagt?

Josep Maria Salanova - Introduction to BDE+SC4
Josep Maria Salanova - Introduction to BDE+SC4Josep Maria Salanova - Introduction to BDE+SC4
Josep Maria Salanova - Introduction to BDE+SC4BigData_Europe
 
Big Data Europe Transport Pilot case, Luigi Selmi
Big Data Europe Transport Pilot case, Luigi SelmiBig Data Europe Transport Pilot case, Luigi Selmi
Big Data Europe Transport Pilot case, Luigi SelmiBigData_Europe
 
Big data Europe: concept, platform and pilots
Big data Europe: concept, platform and pilotsBig data Europe: concept, platform and pilots
Big data Europe: concept, platform and pilotsBigData_Europe
 
BDE SC6-pilot - 05/12/16 - cologne Michalis Vafopoulos
BDE SC6-pilot - 05/12/16 - cologne Michalis VafopoulosBDE SC6-pilot - 05/12/16 - cologne Michalis Vafopoulos
BDE SC6-pilot - 05/12/16 - cologne Michalis VafopoulosBigData_Europe
 
SC7 Webinar 4 04/05/2017 SatCen Presentation "The Secure Societies Community ...
SC7 Webinar 4 04/05/2017 SatCen Presentation "The Secure Societies Community ...SC7 Webinar 4 04/05/2017 SatCen Presentation "The Secure Societies Community ...
SC7 Webinar 4 04/05/2017 SatCen Presentation "The Secure Societies Community ...BigData_Europe
 
Apache Big_Data Europe event: "Demonstrating the Societal Value of Big & Smar...
Apache Big_Data Europe event: "Demonstrating the Societal Value of Big & Smar...Apache Big_Data Europe event: "Demonstrating the Societal Value of Big & Smar...
Apache Big_Data Europe event: "Demonstrating the Societal Value of Big & Smar...BigData_Europe
 
BDE SC6-hang out - technology part-SWC - Martin
BDE SC6-hang out - technology part-SWC - MartinBDE SC6-hang out - technology part-SWC - Martin
BDE SC6-hang out - technology part-SWC - MartinBigData_Europe
 
SC7 Webinar 4 04/05/2017 NCSR Demokritos Presentation "Event Detection"
SC7 Webinar 4 04/05/2017 NCSR Demokritos Presentation "Event Detection"SC7 Webinar 4 04/05/2017 NCSR Demokritos Presentation "Event Detection"
SC7 Webinar 4 04/05/2017 NCSR Demokritos Presentation "Event Detection"BigData_Europe
 
Apache Big_Data Europe event: "Integrators at work! Real-life applications of...
Apache Big_Data Europe event: "Integrators at work! Real-life applications of...Apache Big_Data Europe event: "Integrators at work! Real-life applications of...
Apache Big_Data Europe event: "Integrators at work! Real-life applications of...BigData_Europe
 
Luigi Selmi - The Big Data Integrator Platform
Luigi Selmi - The Big Data Integrator PlatformLuigi Selmi - The Big Data Integrator Platform
Luigi Selmi - The Big Data Integrator PlatformBigData_Europe
 
Big data value policy context and public private partnership
Big data value policy context and public private partnershipBig data value policy context and public private partnership
Big data value policy context and public private partnershipBigData_Europe
 
SC1 Workshop 2 Pilot instantiations
SC1 Workshop 2 Pilot instantiationsSC1 Workshop 2 Pilot instantiations
SC1 Workshop 2 Pilot instantiationsBigData_Europe
 
SC7 Hangout 3: Architecture of the BDE Pilot for Secure Societies
SC7 Hangout 3: Architecture of the BDE Pilot for Secure SocietiesSC7 Hangout 3: Architecture of the BDE Pilot for Secure Societies
SC7 Hangout 3: Architecture of the BDE Pilot for Secure SocietiesBigData_Europe
 
Big Data Europe at eHealth Week 2017: Linking Big Data in Health
Big Data Europe at eHealth Week 2017: Linking Big Data in HealthBig Data Europe at eHealth Week 2017: Linking Big Data in Health
Big Data Europe at eHealth Week 2017: Linking Big Data in HealthBigData_Europe
 
BigDataEurope @BDVA Summit2016 2: Societal Pilots
BigDataEurope @BDVA Summit2016 2: Societal PilotsBigDataEurope @BDVA Summit2016 2: Societal Pilots
BigDataEurope @BDVA Summit2016 2: Societal PilotsBigData_Europe
 
Apache Big_Data Europe event: "Integrators at work! Real-life applications of...
Apache Big_Data Europe event: "Integrators at work! Real-life applications of...Apache Big_Data Europe event: "Integrators at work! Real-life applications of...
Apache Big_Data Europe event: "Integrators at work! Real-life applications of...BigData_Europe
 
Bde cessda sc6-hang_out-28september2016_ivana
Bde cessda sc6-hang_out-28september2016_ivanaBde cessda sc6-hang_out-28september2016_ivana
Bde cessda sc6-hang_out-28september2016_ivanaBigData_Europe
 
BDE SC6 workshop - introduction 2016
BDE SC6 workshop - introduction 2016BDE SC6 workshop - introduction 2016
BDE SC6 workshop - introduction 2016BigData_Europe
 
BDE SC3.3 Workshop - Agenda
 BDE SC3.3 Workshop - Agenda BDE SC3.3 Workshop - Agenda
BDE SC3.3 Workshop - AgendaBigData_Europe
 
SC7 Hangout 3: The BDE Secure Societies Pilot
SC7 Hangout 3: The BDE Secure Societies PilotSC7 Hangout 3: The BDE Secure Societies Pilot
SC7 Hangout 3: The BDE Secure Societies PilotBigData_Europe
 

Was ist angesagt? (20)

Josep Maria Salanova - Introduction to BDE+SC4
Josep Maria Salanova - Introduction to BDE+SC4Josep Maria Salanova - Introduction to BDE+SC4
Josep Maria Salanova - Introduction to BDE+SC4
 
Big Data Europe Transport Pilot case, Luigi Selmi
Big Data Europe Transport Pilot case, Luigi SelmiBig Data Europe Transport Pilot case, Luigi Selmi
Big Data Europe Transport Pilot case, Luigi Selmi
 
Big data Europe: concept, platform and pilots
Big data Europe: concept, platform and pilotsBig data Europe: concept, platform and pilots
Big data Europe: concept, platform and pilots
 
BDE SC6-pilot - 05/12/16 - cologne Michalis Vafopoulos
BDE SC6-pilot - 05/12/16 - cologne Michalis VafopoulosBDE SC6-pilot - 05/12/16 - cologne Michalis Vafopoulos
BDE SC6-pilot - 05/12/16 - cologne Michalis Vafopoulos
 
SC7 Webinar 4 04/05/2017 SatCen Presentation "The Secure Societies Community ...
SC7 Webinar 4 04/05/2017 SatCen Presentation "The Secure Societies Community ...SC7 Webinar 4 04/05/2017 SatCen Presentation "The Secure Societies Community ...
SC7 Webinar 4 04/05/2017 SatCen Presentation "The Secure Societies Community ...
 
Apache Big_Data Europe event: "Demonstrating the Societal Value of Big & Smar...
Apache Big_Data Europe event: "Demonstrating the Societal Value of Big & Smar...Apache Big_Data Europe event: "Demonstrating the Societal Value of Big & Smar...
Apache Big_Data Europe event: "Demonstrating the Societal Value of Big & Smar...
 
BDE SC6-hang out - technology part-SWC - Martin
BDE SC6-hang out - technology part-SWC - MartinBDE SC6-hang out - technology part-SWC - Martin
BDE SC6-hang out - technology part-SWC - Martin
 
SC7 Webinar 4 04/05/2017 NCSR Demokritos Presentation "Event Detection"
SC7 Webinar 4 04/05/2017 NCSR Demokritos Presentation "Event Detection"SC7 Webinar 4 04/05/2017 NCSR Demokritos Presentation "Event Detection"
SC7 Webinar 4 04/05/2017 NCSR Demokritos Presentation "Event Detection"
 
Apache Big_Data Europe event: "Integrators at work! Real-life applications of...
Apache Big_Data Europe event: "Integrators at work! Real-life applications of...Apache Big_Data Europe event: "Integrators at work! Real-life applications of...
Apache Big_Data Europe event: "Integrators at work! Real-life applications of...
 
Luigi Selmi - The Big Data Integrator Platform
Luigi Selmi - The Big Data Integrator PlatformLuigi Selmi - The Big Data Integrator Platform
Luigi Selmi - The Big Data Integrator Platform
 
Big data value policy context and public private partnership
Big data value policy context and public private partnershipBig data value policy context and public private partnership
Big data value policy context and public private partnership
 
SC1 Workshop 2 Pilot instantiations
SC1 Workshop 2 Pilot instantiationsSC1 Workshop 2 Pilot instantiations
SC1 Workshop 2 Pilot instantiations
 
SC7 Hangout 3: Architecture of the BDE Pilot for Secure Societies
SC7 Hangout 3: Architecture of the BDE Pilot for Secure SocietiesSC7 Hangout 3: Architecture of the BDE Pilot for Secure Societies
SC7 Hangout 3: Architecture of the BDE Pilot for Secure Societies
 
Big Data Europe at eHealth Week 2017: Linking Big Data in Health
Big Data Europe at eHealth Week 2017: Linking Big Data in HealthBig Data Europe at eHealth Week 2017: Linking Big Data in Health
Big Data Europe at eHealth Week 2017: Linking Big Data in Health
 
BigDataEurope @BDVA Summit2016 2: Societal Pilots
BigDataEurope @BDVA Summit2016 2: Societal PilotsBigDataEurope @BDVA Summit2016 2: Societal Pilots
BigDataEurope @BDVA Summit2016 2: Societal Pilots
 
Apache Big_Data Europe event: "Integrators at work! Real-life applications of...
Apache Big_Data Europe event: "Integrators at work! Real-life applications of...Apache Big_Data Europe event: "Integrators at work! Real-life applications of...
Apache Big_Data Europe event: "Integrators at work! Real-life applications of...
 
Bde cessda sc6-hang_out-28september2016_ivana
Bde cessda sc6-hang_out-28september2016_ivanaBde cessda sc6-hang_out-28september2016_ivana
Bde cessda sc6-hang_out-28september2016_ivana
 
BDE SC6 workshop - introduction 2016
BDE SC6 workshop - introduction 2016BDE SC6 workshop - introduction 2016
BDE SC6 workshop - introduction 2016
 
BDE SC3.3 Workshop - Agenda
 BDE SC3.3 Workshop - Agenda BDE SC3.3 Workshop - Agenda
BDE SC3.3 Workshop - Agenda
 
SC7 Hangout 3: The BDE Secure Societies Pilot
SC7 Hangout 3: The BDE Secure Societies PilotSC7 Hangout 3: The BDE Secure Societies Pilot
SC7 Hangout 3: The BDE Secure Societies Pilot
 

Ähnlich wie Platform introduction & Summary

ICWE2017 BigDataEurope
ICWE2017 BigDataEuropeICWE2017 BigDataEurope
ICWE2017 BigDataEuropeBigData_Europe
 
DEMETER at OGC Agriculture Session
DEMETER at OGC Agriculture SessionDEMETER at OGC Agriculture Session
DEMETER at OGC Agriculture SessionH2020 DEMETER
 
[OpenStack Day in Korea 2015] Keynote 2 - Leveraging OpenStack to Realize the...
[OpenStack Day in Korea 2015] Keynote 2 - Leveraging OpenStack to Realize the...[OpenStack Day in Korea 2015] Keynote 2 - Leveraging OpenStack to Realize the...
[OpenStack Day in Korea 2015] Keynote 2 - Leveraging OpenStack to Realize the...OpenStack Korea Community
 
060314 Ispra Htap Presentations Husar 060314 Ispra
060314 Ispra Htap Presentations Husar 060314 Ispra060314 Ispra Htap Presentations Husar 060314 Ispra
060314 Ispra Htap Presentations Husar 060314 IspraRudolf Husar
 
2006-03-14 WG on HTAP-Relevant IT Techniques, Tools and Philosophies: DataFed...
2006-03-14 WG on HTAP-Relevant IT Techniques, Tools and Philosophies: DataFed...2006-03-14 WG on HTAP-Relevant IT Techniques, Tools and Philosophies: DataFed...
2006-03-14 WG on HTAP-Relevant IT Techniques, Tools and Philosophies: DataFed...Rudolf Husar
 
Role of cloud and analytics in IoT
Role of cloud and analytics in IoTRole of cloud and analytics in IoT
Role of cloud and analytics in IoTSelvaraj Kesavan
 
Open Source Edge Computing Platforms - Overview
Open Source Edge Computing Platforms - OverviewOpen Source Edge Computing Platforms - Overview
Open Source Edge Computing Platforms - OverviewKrishna-Kumar
 
cncf overview and building edge computing using kubernetes
cncf overview and building edge computing using kubernetescncf overview and building edge computing using kubernetes
cncf overview and building edge computing using kubernetesKrishna-Kumar
 
Safer Commutes & Streaming Data | George Padavick, Ohio Department of Transpo...
Safer Commutes & Streaming Data | George Padavick, Ohio Department of Transpo...Safer Commutes & Streaming Data | George Padavick, Ohio Department of Transpo...
Safer Commutes & Streaming Data | George Padavick, Ohio Department of Transpo...HostedbyConfluent
 
High Performance Processing of Streaming Data
High Performance Processing of Streaming DataHigh Performance Processing of Streaming Data
High Performance Processing of Streaming DataGeoffrey Fox
 
The Synapse IoT Stack: Technology Trends in IOT and Big Data
The Synapse IoT Stack: Technology Trends in IOT and Big DataThe Synapse IoT Stack: Technology Trends in IOT and Big Data
The Synapse IoT Stack: Technology Trends in IOT and Big DataInMobi Technology
 
Enabling Multi-access Edge Computing (MEC) Platform-as-a-Service for Enterprises
Enabling Multi-access Edge Computing (MEC) Platform-as-a-Service for EnterprisesEnabling Multi-access Edge Computing (MEC) Platform-as-a-Service for Enterprises
Enabling Multi-access Edge Computing (MEC) Platform-as-a-Service for EnterprisesMichelle Holley
 
BDE SC3.3 Workshop - BDE Platform: Technical overview
 BDE SC3.3 Workshop -  BDE Platform: Technical overview BDE SC3.3 Workshop -  BDE Platform: Technical overview
BDE SC3.3 Workshop - BDE Platform: Technical overviewBigData_Europe
 
Ultralight Data Movement for IoT with SDC Edge
Ultralight Data Movement for IoT with SDC EdgeUltralight Data Movement for IoT with SDC Edge
Ultralight Data Movement for IoT with SDC EdgeDataWorks Summit
 
Getting insights from IoT data with Apache Spark and Apache Bahir
Getting insights from IoT data with Apache Spark and Apache BahirGetting insights from IoT data with Apache Spark and Apache Bahir
Getting insights from IoT data with Apache Spark and Apache BahirLuciano Resende
 
CPaaS.io Y1 Review Meeting - Use Cases
CPaaS.io Y1 Review Meeting - Use CasesCPaaS.io Y1 Review Meeting - Use Cases
CPaaS.io Y1 Review Meeting - Use CasesStephan Haller
 
SnapLogic- iPaaS (Elastic Integration Cloud and Data Integration)
SnapLogic- iPaaS (Elastic Integration Cloud and Data Integration) SnapLogic- iPaaS (Elastic Integration Cloud and Data Integration)
SnapLogic- iPaaS (Elastic Integration Cloud and Data Integration) Surendar S
 
Stephen miller resume
Stephen miller resumeStephen miller resume
Stephen miller resumeStephen Miller
 
Stephen miller resume
Stephen miller resumeStephen miller resume
Stephen miller resumeStephen Miller
 

Ähnlich wie Platform introduction & Summary (20)

ICWE2017 BigDataEurope
ICWE2017 BigDataEuropeICWE2017 BigDataEurope
ICWE2017 BigDataEurope
 
DEMETER at OGC Agriculture Session
DEMETER at OGC Agriculture SessionDEMETER at OGC Agriculture Session
DEMETER at OGC Agriculture Session
 
[OpenStack Day in Korea 2015] Keynote 2 - Leveraging OpenStack to Realize the...
[OpenStack Day in Korea 2015] Keynote 2 - Leveraging OpenStack to Realize the...[OpenStack Day in Korea 2015] Keynote 2 - Leveraging OpenStack to Realize the...
[OpenStack Day in Korea 2015] Keynote 2 - Leveraging OpenStack to Realize the...
 
060314 Ispra Htap Presentations Husar 060314 Ispra
060314 Ispra Htap Presentations Husar 060314 Ispra060314 Ispra Htap Presentations Husar 060314 Ispra
060314 Ispra Htap Presentations Husar 060314 Ispra
 
2006-03-14 WG on HTAP-Relevant IT Techniques, Tools and Philosophies: DataFed...
2006-03-14 WG on HTAP-Relevant IT Techniques, Tools and Philosophies: DataFed...2006-03-14 WG on HTAP-Relevant IT Techniques, Tools and Philosophies: DataFed...
2006-03-14 WG on HTAP-Relevant IT Techniques, Tools and Philosophies: DataFed...
 
Role of cloud and analytics in IoT
Role of cloud and analytics in IoTRole of cloud and analytics in IoT
Role of cloud and analytics in IoT
 
Open Source Edge Computing Platforms - Overview
Open Source Edge Computing Platforms - OverviewOpen Source Edge Computing Platforms - Overview
Open Source Edge Computing Platforms - Overview
 
cncf overview and building edge computing using kubernetes
cncf overview and building edge computing using kubernetescncf overview and building edge computing using kubernetes
cncf overview and building edge computing using kubernetes
 
Safer Commutes & Streaming Data | George Padavick, Ohio Department of Transpo...
Safer Commutes & Streaming Data | George Padavick, Ohio Department of Transpo...Safer Commutes & Streaming Data | George Padavick, Ohio Department of Transpo...
Safer Commutes & Streaming Data | George Padavick, Ohio Department of Transpo...
 
High Performance Processing of Streaming Data
High Performance Processing of Streaming DataHigh Performance Processing of Streaming Data
High Performance Processing of Streaming Data
 
The Synapse IoT Stack: Technology Trends in IOT and Big Data
The Synapse IoT Stack: Technology Trends in IOT and Big DataThe Synapse IoT Stack: Technology Trends in IOT and Big Data
The Synapse IoT Stack: Technology Trends in IOT and Big Data
 
TransPAC3/ACE Measurement & PerfSONAR Update
TransPAC3/ACE Measurement & PerfSONAR UpdateTransPAC3/ACE Measurement & PerfSONAR Update
TransPAC3/ACE Measurement & PerfSONAR Update
 
Enabling Multi-access Edge Computing (MEC) Platform-as-a-Service for Enterprises
Enabling Multi-access Edge Computing (MEC) Platform-as-a-Service for EnterprisesEnabling Multi-access Edge Computing (MEC) Platform-as-a-Service for Enterprises
Enabling Multi-access Edge Computing (MEC) Platform-as-a-Service for Enterprises
 
BDE SC3.3 Workshop - BDE Platform: Technical overview
 BDE SC3.3 Workshop -  BDE Platform: Technical overview BDE SC3.3 Workshop -  BDE Platform: Technical overview
BDE SC3.3 Workshop - BDE Platform: Technical overview
 
Ultralight Data Movement for IoT with SDC Edge
Ultralight Data Movement for IoT with SDC EdgeUltralight Data Movement for IoT with SDC Edge
Ultralight Data Movement for IoT with SDC Edge
 
Getting insights from IoT data with Apache Spark and Apache Bahir
Getting insights from IoT data with Apache Spark and Apache BahirGetting insights from IoT data with Apache Spark and Apache Bahir
Getting insights from IoT data with Apache Spark and Apache Bahir
 
CPaaS.io Y1 Review Meeting - Use Cases
CPaaS.io Y1 Review Meeting - Use CasesCPaaS.io Y1 Review Meeting - Use Cases
CPaaS.io Y1 Review Meeting - Use Cases
 
SnapLogic- iPaaS (Elastic Integration Cloud and Data Integration)
SnapLogic- iPaaS (Elastic Integration Cloud and Data Integration) SnapLogic- iPaaS (Elastic Integration Cloud and Data Integration)
SnapLogic- iPaaS (Elastic Integration Cloud and Data Integration)
 
Stephen miller resume
Stephen miller resumeStephen miller resume
Stephen miller resume
 
Stephen miller resume
Stephen miller resumeStephen miller resume
Stephen miller resume
 

Mehr von BigData_Europe

Rajendra Akerkar - LeMO Project
Rajendra Akerkar - LeMO ProjectRajendra Akerkar - LeMO Project
Rajendra Akerkar - LeMO ProjectBigData_Europe
 
Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...
Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...
Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...BigData_Europe
 
Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...
Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...
Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...BigData_Europe
 
Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...
Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...
Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...BigData_Europe
 
Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...
Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...
Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...BigData_Europe
 
BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re...
 BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re... BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re...
BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re...BigData_Europe
 
BDE SC3.3 Workshop - Data management in WT testing and monitoring
 BDE SC3.3 Workshop - Data management in WT testing and monitoring  BDE SC3.3 Workshop - Data management in WT testing and monitoring
BDE SC3.3 Workshop - Data management in WT testing and monitoring BigData_Europe
 
BDE SC3.3 Workshop - Big Data in Wind Turbine Condition Monitoring
 BDE SC3.3 Workshop -  Big Data in Wind Turbine Condition Monitoring BDE SC3.3 Workshop -  Big Data in Wind Turbine Condition Monitoring
BDE SC3.3 Workshop - Big Data in Wind Turbine Condition MonitoringBigData_Europe
 
BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...
BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...
BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...BigData_Europe
 
BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics
 BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics  BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics
BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics BigData_Europe
 
Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...
Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...
Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...BigData_Europe
 
BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)
BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)
BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)BigData_Europe
 
BDE SC1 Workshop 3 - iASiS (Guillermo Palma)
BDE SC1 Workshop 3 - iASiS (Guillermo Palma)BDE SC1 Workshop 3 - iASiS (Guillermo Palma)
BDE SC1 Workshop 3 - iASiS (Guillermo Palma)BigData_Europe
 
BDE SC1 Workshop 3 - MIDAS (Michaela Black)
BDE SC1 Workshop 3 - MIDAS (Michaela Black)BDE SC1 Workshop 3 - MIDAS (Michaela Black)
BDE SC1 Workshop 3 - MIDAS (Michaela Black)BigData_Europe
 
BDE SC1 Workshop 3 - Open PHACTS Pilot (Kiera McNeice)
BDE SC1 Workshop 3 - Open PHACTS Pilot (Kiera McNeice)BDE SC1 Workshop 3 - Open PHACTS Pilot (Kiera McNeice)
BDE SC1 Workshop 3 - Open PHACTS Pilot (Kiera McNeice)BigData_Europe
 
BDE SC1 Workshop 3 - Big Data Europe (Simon Scerri)
BDE SC1 Workshop 3 - Big Data Europe (Simon Scerri)BDE SC1 Workshop 3 - Big Data Europe (Simon Scerri)
BDE SC1 Workshop 3 - Big Data Europe (Simon Scerri)BigData_Europe
 
SC1 Hangout: Updating public databases: Automation and other challenges for c...
SC1 Hangout: Updating public databases: Automation and other challenges for c...SC1 Hangout: Updating public databases: Automation and other challenges for c...
SC1 Hangout: Updating public databases: Automation and other challenges for c...BigData_Europe
 
SC7 Webinar 5 13/12/2017 SatCen Presentation "Secure societies activities: th...
SC7 Webinar 5 13/12/2017 SatCen Presentation "Secure societies activities: th...SC7 Webinar 5 13/12/2017 SatCen Presentation "Secure societies activities: th...
SC7 Webinar 5 13/12/2017 SatCen Presentation "Secure societies activities: th...BigData_Europe
 
SC7 Webinar 5 13/12/2017 NCSR "Demokritos" Presentation "Event Detection"
SC7 Webinar 5 13/12/2017 NCSR "Demokritos" Presentation "Event Detection"SC7 Webinar 5 13/12/2017 NCSR "Demokritos" Presentation "Event Detection"
SC7 Webinar 5 13/12/2017 NCSR "Demokritos" Presentation "Event Detection"BigData_Europe
 
SC7 Webinar 5 13/12/2017 UoA Presentation "Technical aspects of the 3rd secur...
SC7 Webinar 5 13/12/2017 UoA Presentation "Technical aspects of the 3rd secur...SC7 Webinar 5 13/12/2017 UoA Presentation "Technical aspects of the 3rd secur...
SC7 Webinar 5 13/12/2017 UoA Presentation "Technical aspects of the 3rd secur...BigData_Europe
 

Mehr von BigData_Europe (20)

Rajendra Akerkar - LeMO Project
Rajendra Akerkar - LeMO ProjectRajendra Akerkar - LeMO Project
Rajendra Akerkar - LeMO Project
 
Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...
Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...
Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...
 
Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...
Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...
Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...
 
Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...
Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...
Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...
 
Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...
Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...
Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...
 
BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re...
 BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re... BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re...
BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re...
 
BDE SC3.3 Workshop - Data management in WT testing and monitoring
 BDE SC3.3 Workshop - Data management in WT testing and monitoring  BDE SC3.3 Workshop - Data management in WT testing and monitoring
BDE SC3.3 Workshop - Data management in WT testing and monitoring
 
BDE SC3.3 Workshop - Big Data in Wind Turbine Condition Monitoring
 BDE SC3.3 Workshop -  Big Data in Wind Turbine Condition Monitoring BDE SC3.3 Workshop -  Big Data in Wind Turbine Condition Monitoring
BDE SC3.3 Workshop - Big Data in Wind Turbine Condition Monitoring
 
BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...
BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...
BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...
 
BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics
 BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics  BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics
BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics
 
Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...
Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...
Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...
 
BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)
BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)
BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)
 
BDE SC1 Workshop 3 - iASiS (Guillermo Palma)
BDE SC1 Workshop 3 - iASiS (Guillermo Palma)BDE SC1 Workshop 3 - iASiS (Guillermo Palma)
BDE SC1 Workshop 3 - iASiS (Guillermo Palma)
 
BDE SC1 Workshop 3 - MIDAS (Michaela Black)
BDE SC1 Workshop 3 - MIDAS (Michaela Black)BDE SC1 Workshop 3 - MIDAS (Michaela Black)
BDE SC1 Workshop 3 - MIDAS (Michaela Black)
 
BDE SC1 Workshop 3 - Open PHACTS Pilot (Kiera McNeice)
BDE SC1 Workshop 3 - Open PHACTS Pilot (Kiera McNeice)BDE SC1 Workshop 3 - Open PHACTS Pilot (Kiera McNeice)
BDE SC1 Workshop 3 - Open PHACTS Pilot (Kiera McNeice)
 
BDE SC1 Workshop 3 - Big Data Europe (Simon Scerri)
BDE SC1 Workshop 3 - Big Data Europe (Simon Scerri)BDE SC1 Workshop 3 - Big Data Europe (Simon Scerri)
BDE SC1 Workshop 3 - Big Data Europe (Simon Scerri)
 
SC1 Hangout: Updating public databases: Automation and other challenges for c...
SC1 Hangout: Updating public databases: Automation and other challenges for c...SC1 Hangout: Updating public databases: Automation and other challenges for c...
SC1 Hangout: Updating public databases: Automation and other challenges for c...
 
SC7 Webinar 5 13/12/2017 SatCen Presentation "Secure societies activities: th...
SC7 Webinar 5 13/12/2017 SatCen Presentation "Secure societies activities: th...SC7 Webinar 5 13/12/2017 SatCen Presentation "Secure societies activities: th...
SC7 Webinar 5 13/12/2017 SatCen Presentation "Secure societies activities: th...
 
SC7 Webinar 5 13/12/2017 NCSR "Demokritos" Presentation "Event Detection"
SC7 Webinar 5 13/12/2017 NCSR "Demokritos" Presentation "Event Detection"SC7 Webinar 5 13/12/2017 NCSR "Demokritos" Presentation "Event Detection"
SC7 Webinar 5 13/12/2017 NCSR "Demokritos" Presentation "Event Detection"
 
SC7 Webinar 5 13/12/2017 UoA Presentation "Technical aspects of the 3rd secur...
SC7 Webinar 5 13/12/2017 UoA Presentation "Technical aspects of the 3rd secur...SC7 Webinar 5 13/12/2017 UoA Presentation "Technical aspects of the 3rd secur...
SC7 Webinar 5 13/12/2017 UoA Presentation "Technical aspects of the 3rd secur...
 

KĂŒrzlich hochgeladen

5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteedamy56318795
 
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangaloreamitlee9823
 
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
 
Sampling (random) method and Non random.ppt
Sampling (random) method and Non random.pptSampling (random) method and Non random.ppt
Sampling (random) method and Non random.pptDr. Soumendra Kumar Patra
 
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
 
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
 
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...amitlee9823
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFxolyaivanovalion
 
Call Girls In Hsr Layout ☎ 7737669865 đŸ„” Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 đŸ„” Book Your One night StandCall Girls In Hsr Layout ☎ 7737669865 đŸ„” Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 đŸ„” Book Your One night Standamitlee9823
 
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...only4webmaster01
 
âž„đŸ” 7737669865 đŸ”â–» Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
âž„đŸ” 7737669865 đŸ”â–» Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...âž„đŸ” 7737669865 đŸ”â–» Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...
âž„đŸ” 7737669865 đŸ”â–» Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...amitlee9823
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfMarinCaroMartnezBerg
 
BDSM⚡Call Girls in Mandawali Delhi >àŒ’8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >àŒ’8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >àŒ’8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >àŒ’8448380779 Escort ServiceDelhi Call girls
 
Call Girls In Doddaballapur Road ☎ 7737669865 đŸ„” Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 đŸ„” Book Your One night StandCall Girls In Doddaballapur Road ☎ 7737669865 đŸ„” Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 đŸ„” Book Your One night Standamitlee9823
 
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...amitlee9823
 
âž„đŸ” 7737669865 đŸ”â–» malwa Call-girls in Women Seeking Men 🔝malwa🔝 Escorts Ser...
âž„đŸ” 7737669865 đŸ”â–» malwa Call-girls in Women Seeking Men  🔝malwa🔝   Escorts Ser...âž„đŸ” 7737669865 đŸ”â–» malwa Call-girls in Women Seeking Men  🔝malwa🔝   Escorts Ser...
âž„đŸ” 7737669865 đŸ”â–» malwa Call-girls in Women Seeking Men 🔝malwa🔝 Escorts Ser...amitlee9823
 

KĂŒrzlich hochgeladen (20)

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
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
 
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
 
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
 
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
 
Sampling (random) method and Non random.ppt
Sampling (random) method and Non random.pptSampling (random) method and Non random.ppt
Sampling (random) method and Non random.ppt
 
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...
 
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...
 
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
Anomaly detection and data imputation within time series
Anomaly detection and data imputation within time seriesAnomaly detection and data imputation within time series
Anomaly detection and data imputation within time series
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFx
 
Call Girls In Hsr Layout ☎ 7737669865 đŸ„” Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 đŸ„” Book Your One night StandCall Girls In Hsr Layout ☎ 7737669865 đŸ„” Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 đŸ„” Book Your One night Stand
 
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
 
âž„đŸ” 7737669865 đŸ”â–» Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
âž„đŸ” 7737669865 đŸ”â–» Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...âž„đŸ” 7737669865 đŸ”â–» Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...
âž„đŸ” 7737669865 đŸ”â–» Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdf
 
BDSM⚡Call Girls in Mandawali Delhi >àŒ’8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >àŒ’8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >àŒ’8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >àŒ’8448380779 Escort Service
 
Call Girls In Doddaballapur Road ☎ 7737669865 đŸ„” Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 đŸ„” Book Your One night StandCall Girls In Doddaballapur Road ☎ 7737669865 đŸ„” Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 đŸ„” Book Your One night Stand
 
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
 
âž„đŸ” 7737669865 đŸ”â–» malwa Call-girls in Women Seeking Men 🔝malwa🔝 Escorts Ser...
âž„đŸ” 7737669865 đŸ”â–» malwa Call-girls in Women Seeking Men  🔝malwa🔝   Escorts Ser...âž„đŸ” 7737669865 đŸ”â–» malwa Call-girls in Women Seeking Men  🔝malwa🔝   Escorts Ser...
âž„đŸ” 7737669865 đŸ”â–» malwa Call-girls in Women Seeking Men 🔝malwa🔝 Escorts Ser...
 
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
 

Platform introduction & Summary

  • 1. Big Data Europe Platform ReleaseMay 3rd 2017 Big Data Europe Integrator Platform Empowering Communities with Data Technologies Platform release Dr. Hajira Jabeen Senior researcher University of Bonn
  • 2. Platform Goals ◎Opensource ◎Ease of Use ◎Support a variety of use cases ◎Embrace emerging Big Data Technologies ◎Simple integration with custom components
  • 9. Platform Architecture Alternate View Support Layer Init Daemon GUIs Monitor App Layer Traffic Forecast Satellite Image Analysis Platform Layer Spark Flink Semantic Layer Ontario SANSA Semagrow Kafka Real-time Stream Monitoring ... ... Resource Management Layer (Swarm) Hardware Layer Premises Cloud (AWS, GCE, MS Azure, 
) Hadoop NOSQL Store CassandraElasticsearch ...RDF Store Data Layer
  • 10. BDE Supported Frameworks Search/indexing Data processing Apache Solr Apache Spark Data acquisition Apache Flink Apache Flume Semantic Components Message passing Strabon Apache Kafka Sextant Data storage GeoTriples Hue Silk Apache Cassandra SEMAGROW ScyllaDB LIMES Apache Hive 4Store Postgis OpenLink Virtuoso 10
  • 11. Platform features ◎ BDE Development Environment o Stack builder o Workflow builder o Instructions to add custom components to the BDE stack ◎ Administrator Interface o SwarmUI ◎ UI Integrator o Workflow monitor o Integrated web interface 11
  • 12. What BDE Provides ? ◎Platform Installation Instructions ◎Usage Instructions o Creating a stack o Creating a workflow o Monitoring the Stack o Integration of Custom Components 12
  • 13. Platform installation ◎Manual installation guide ◎Using Docker Machine o On local machine (VirtualBox) o In cloud (AWS, DigitalOcean, Azure) o Bare metal ◎Screencasts 13
  • 14. Deploying a Big Data Stack ◎ Stack Builder ◎ Stack o Collection of communicating components to solve a specific problem ◎ Described in Docker Compose o Component configuration o Application topology 14
  • 15. Creation of WorkFlows ◎Pipeline Builder o Allows creation of dependencies among different applications ◎ WorkFlow Monitor o Monitoring of pipeline-workflow using 15
  • 16. Integrating Custom Components ◎Instructions o Orchestrator required for initialization process (init_daemon) ❖ Components may depend on each other ❖ Components may require manual intervention o User Interface Integration ❖ Standard Interfaces from components ❖ Combine and align the interfaces 16
  • 17. User Interfaces ◎Target: Facilitate the use of the platform o User Interface Adaption ◎Available interfaces o Workflow UIs ❖ Workflow Builder ❖ Workflow Monitor o Swarm UI o Integrator UI 17
  • 19. Presentations by Ivan, Aad and Jens 19
  • 22. Pilot Show Cases 22 SC1 SC2 SC3 SC4 SC5 SC6 SC7 SC1 - Open PHACTS discovery platform relating to biological/medical questions SC2 - Discovery and Linking of Viticulture-relevant information SC3 - System monitoring in energy production units SC4 - Short-Term traffic flow forecasting. SC5 - Supporting data-intensive climate research SC6 - Citizens & Researchers Budget on Municipal Level SC7 - Ingestion of remote sensing images and social sensing data to detect and verify changes on the Earth surface for security applications
  • 26. 26 SC4 - Transport FCD: Floating Car Data NRT: Near Real Time
  • 28. SC6 - Social Sciences 28
  • 30. BDE vs Hadoop distributions Hortonworks Cloudera MapR Bigtop BDE File System HDFS HDFS NFS HDFS HDFS Installation Native Native Native Native lightweight virtualization Flexible Modular Architecture no no no no yes High Availability Single failure recovery (yarn) Single failure recovery (yarn) Self healing, mult. failure rec. Single failure recovery (yarn) Failure recovery Cost Commercial Commercial Commercial Free Free Scaling Freemium Freemium Freemium Free Free Addition of custom components Not easy No No No Yes Integration testing yes yes yes yes -- Operating systems Linux Linux Linux Linux Windows/Mac/Linux Management tool Ambari Cloudera manager MapR Control system - Docker swarm UI+ Custom 30
  • 31. BDE vs Hadoop distributions ◎BDE is not built on top of existing distributions ◎Targets o Communities o Research Institutions ◎Bridges scientists and open data ◎Multi Tier research efforts towards Smart Data 31
  • 32. Maintenance and Uptake ◎Community Driven ◎Adapters ■ Feuga , Eurostat, ILVO ■ I2cat, Vicomtech, IoF ◎Follow Up Projects ■ HOBBIT ■ Special ■ Big Ocean ■ Qrowd 32
  • 33. Wrap up 33 ◎Big Data Europe - Platform o Containerized Components o Development and Runtime Facilities ◎Show Cases o From Components to Architectures o Evolving Microservice Architectures

Hinweis der Redaktion

  1. Explain Docker, compose, and Swarm
  2. Viticulture - Weinanbau