SlideShare a Scribd company logo
1 of 37
Download to read offline
Opening data within
organisations
#csvconf 2014 - Berlin - @stevenbeeckman
hi
Iā€™m @stevenbeeckman - a digital dj!
mixcloud.com/gehorschade.kollektiv
Conductor for
StartupBus Europe!
www.startupbus.com
Vienna
Poland
Estonia
GermanyUK
France
Spain
Italy
Greece
Pre-apply now at startupbus.com
Follow @TheStartupBus
Who here knows what
devops is about?
developers building apps vs
operations running
apps in production
There is ā€Ø
a bigger picture
there are a bit more than 2 siloā€™s
Defence 101
Units on the battleground
Units in training
Majors, Colonels and Generals in the staff
Defence 101 (bis)
An army needs a very strong HR and logistics
machine
Belgian government budget cuts usually cut in its
defence budget ļ¬rst
Need for integrated management
calculating the cost of a training exercise took ā€Ø
4 people
4 weeks
!
to go bug
!
5 application owners
!
for data hidden inā€Ø
relational databases
Excel sheets
Business Objects reports
Access databases
(not so) shared drives
some logistics guy deployed in Afghanistan
I canā€™t access the shared drive, I wish
I had my data locally!
Stone Age
Iā€™m tired of these Excel ļ¬les
and Access databases saying
something contradictory. ā€Ø
ā€Ø
Gimme the damn truth!
Requirements
1. Centralize data
2. But protect sensitive data ā€Ø
(HR, medical privacy, ā€¦)
3. Make the data available ofļ¬‚ine
4. Nodes should be able to regain current state
after loss of communication for 5 days
some logistics guy deployed in Afghanistan
I canā€™t access the shared drive, I wish
I had my data locally!
Stone Age 2009
First XML based
prototypes
Iā€™m tired of these Excel ļ¬les
and Access databases saying
something contradictory. ā€Ø
ā€Ø
Gimme the damn truth!
XML-based prototypes
ā€¢ Able to extract maximum 40 tables from the
logistics application in one night
ā€¢ Slow
ā€¢ Problems with identical rows
some logistics guy deployed in Afghanistan
I canā€™t access the shared drive, I wish
I had my data locally!
Stone Age 2009
First XML based
prototypes
New team &
new approach
Iā€™m tired of these Excel ļ¬les
and Access databases saying
something contradictory. ā€Ø
ā€Ø
Gimme the damn truth!
New team
Hand-over to Dept AD&M (ā€œthe proā€™sā€)
New approach
Systems engineering: holistic view on the problem
Take into account the protection of sensitive data
Make it more stable than the prototype
Explicitly not real-time
Check out NASAā€™s course: http://
www.saylor.org/sse101/
Conceptually
ā€¢ lots of data sources with data owners
ā€¢ 1 central data ā€œwarehouseā€
ā€¢ lots of nodes downloading the data they have
access rights to
HR app
Financial
app
Logistics
app
Planning
app
Excel
Ops
unit
data warehouse
another
app
Inside the data warehouse
Extraction Engine (EE)
File Server
Access Control
Extraction Engine (EE)
Based on open-source software:
Linux
MySQL
Talend (Eclipse based ETL workļ¬‚ow tool)
What does the EE do every
night?
ā€¢ Detect the meta data (store it in XML format)
ā€¢ Take a full dump of each data source in csv format
ā€¢ Calculate delta (deleted rows and inserted rows, in
csv format)
ā€¢ Create two zip ļ¬les:
ā€¢ One full copy
ā€¢ One delta for this day
File server
ā€¢ Stores the zip ļ¬les available for the nodes
ā€¢ Full copy only for the current day ā€Ø
(but we have a history for a month)
ā€¢ Delta zip ļ¬les for 14 days
Access control
ā€¢ Data providers determine themselves whether
their data is
ā€¢ ā€œpublicā€ within the organisation
ā€¢ ā€œrestrictedā€ to a set of nodes
The nodes
Custom XAMPP package for local development
of reporting or JBoss for bigger nodes with
validated reports
Custom loader contacting Access Control and
ļ¬lling the MySQL database
Custom ā€œLocal Reporting Frameworkā€ (XML +
XSLT)
Current status
some logistics guy deployed in Afghanistan
I canā€™t access the shared drive, I wish
I had my data locally!
Stone Age 2009
First XML based
prototypes
New team &
new approach
Iā€™m tired of these Excel ļ¬les
and Access databases saying
something contradictory. ā€Ø
ā€Ø
Gimme the damn truth!
2014
Growth
40
90
1000
@SpaceCatPics
"A LARGE SYSTEM IS ONE WHERE
YOU DO NOT KNOW THAT SOME OF
ITS COMPONENTS EVEN EXIST."
Some statistics
ā€¢ 400 users (nodes)
ā€¢ > 1 billion rows processed each night
ā€¢ ~ 75 gigabytes of data processed each night
ā€¢ making the EE work requires > 2000 tables
0
5
9
14
18
FTP LDAP Microsoft SQL Server MySQL Oracle PostgreSQL Sharepoint
32 source databases
big data schema
What used to take my team 4
weeks now takes us one click on a
button!
A major responsible for military training & exercises
Questions?ā€Ø
@stevenbeeckman #csvconfā€Ø
Hackers, hipsters & hustlers should pre-apply at
www.startupbus.com
Image credits
http://www.photographersgallery.com/photo.asp?id=2411
Diagonal full of silos
http://www.pragmaticdevops.com/2014/04/management/
hacking-management/devops-as-a-team-or-a-responsibility/
Two silos

More Related Content

What's hot

Scala: the unpredicted lingua franca for data science
Scala: the unpredicted lingua franca  for data scienceScala: the unpredicted lingua franca  for data science
Scala: the unpredicted lingua franca for data scienceAndy Petrella
Ā 
PyCon Singapore 2013 Keynote
PyCon Singapore 2013 KeynotePyCon Singapore 2013 Keynote
PyCon Singapore 2013 KeynoteWes McKinney
Ā 
Deduplication and Author-Disambiguation of Streaming Records via Supervised M...
Deduplication and Author-Disambiguation of Streaming Records via Supervised M...Deduplication and Author-Disambiguation of Streaming Records via Supervised M...
Deduplication and Author-Disambiguation of Streaming Records via Supervised M...Spark Summit
Ā 
2015 Data Science Summit @ dato Review
2015 Data Science Summit @ dato Review2015 Data Science Summit @ dato Review
2015 Data Science Summit @ dato ReviewHang Li
Ā 
Mongo db with spring data document
Mongo db with spring data documentMongo db with spring data document
Mongo db with spring data documentSean Lee
Ā 
Large Scale Graph Analytics with JanusGraph
Large Scale Graph Analytics with JanusGraphLarge Scale Graph Analytics with JanusGraph
Large Scale Graph Analytics with JanusGraphP. Taylor Goetz
Ā 
Flink Forward SF 2017: Trevor Grant - Introduction to Online Machine Learning...
Flink Forward SF 2017: Trevor Grant - Introduction to Online Machine Learning...Flink Forward SF 2017: Trevor Grant - Introduction to Online Machine Learning...
Flink Forward SF 2017: Trevor Grant - Introduction to Online Machine Learning...Flink Forward
Ā 
Cascalog at May Bay Area Hadoop User Group
Cascalog at May Bay Area Hadoop User GroupCascalog at May Bay Area Hadoop User Group
Cascalog at May Bay Area Hadoop User Groupnathanmarz
Ā 
Janus graph lookingbackwardreachingforward
Janus graph lookingbackwardreachingforwardJanus graph lookingbackwardreachingforward
Janus graph lookingbackwardreachingforwardDemai Ni
Ā 
Love & Innovative technology presented by a technology pioneer and an AI expe...
Love & Innovative technology presented by a technology pioneer and an AI expe...Love & Innovative technology presented by a technology pioneer and an AI expe...
Love & Innovative technology presented by a technology pioneer and an AI expe...Romeo Kienzler
Ā 
The Lyft data platform: Now and in the future
The Lyft data platform: Now and in the futureThe Lyft data platform: Now and in the future
The Lyft data platform: Now and in the futuremarkgrover
Ā 
Strata San Jose 2016: Scalable Ensemble Learning with H2O
Strata San Jose 2016: Scalable Ensemble Learning with H2OStrata San Jose 2016: Scalable Ensemble Learning with H2O
Strata San Jose 2016: Scalable Ensemble Learning with H2OSri Ambati
Ā 
Enterprise Search Europe 2015: Fishing the big data streams - the future of ...
Enterprise Search Europe 2015:  Fishing the big data streams - the future of ...Enterprise Search Europe 2015:  Fishing the big data streams - the future of ...
Enterprise Search Europe 2015: Fishing the big data streams - the future of ...Charlie Hull
Ā 
Rental Cars and Industrialized Learning to Rank with Sean Downes
Rental Cars and Industrialized Learning to Rank with Sean DownesRental Cars and Industrialized Learning to Rank with Sean Downes
Rental Cars and Industrialized Learning to Rank with Sean DownesDatabricks
Ā 
IBM Middle East Data Science Connect 2016 - Doha, Qatar
IBM Middle East Data Science Connect 2016 - Doha, QatarIBM Middle East Data Science Connect 2016 - Doha, Qatar
IBM Middle East Data Science Connect 2016 - Doha, QatarRomeo Kienzler
Ā 
2011 march cloud computing atlanta
2011 march cloud computing atlanta2011 march cloud computing atlanta
2011 march cloud computing atlantaChristopher Curtin
Ā 
Pandas/Data Analysis at Baypiggies
Pandas/Data Analysis at BaypiggiesPandas/Data Analysis at Baypiggies
Pandas/Data Analysis at BaypiggiesAndy Hayden
Ā 
Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)
Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)
Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)Jeff Magnusson
Ā 
Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...
Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...
Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...Wes McKinney
Ā 
Big Data Day LA 2015 - Machine Learning on Largish Data by Szilard Pafka of E...
Big Data Day LA 2015 - Machine Learning on Largish Data by Szilard Pafka of E...Big Data Day LA 2015 - Machine Learning on Largish Data by Szilard Pafka of E...
Big Data Day LA 2015 - Machine Learning on Largish Data by Szilard Pafka of E...Data Con LA
Ā 

What's hot (20)

Scala: the unpredicted lingua franca for data science
Scala: the unpredicted lingua franca  for data scienceScala: the unpredicted lingua franca  for data science
Scala: the unpredicted lingua franca for data science
Ā 
PyCon Singapore 2013 Keynote
PyCon Singapore 2013 KeynotePyCon Singapore 2013 Keynote
PyCon Singapore 2013 Keynote
Ā 
Deduplication and Author-Disambiguation of Streaming Records via Supervised M...
Deduplication and Author-Disambiguation of Streaming Records via Supervised M...Deduplication and Author-Disambiguation of Streaming Records via Supervised M...
Deduplication and Author-Disambiguation of Streaming Records via Supervised M...
Ā 
2015 Data Science Summit @ dato Review
2015 Data Science Summit @ dato Review2015 Data Science Summit @ dato Review
2015 Data Science Summit @ dato Review
Ā 
Mongo db with spring data document
Mongo db with spring data documentMongo db with spring data document
Mongo db with spring data document
Ā 
Large Scale Graph Analytics with JanusGraph
Large Scale Graph Analytics with JanusGraphLarge Scale Graph Analytics with JanusGraph
Large Scale Graph Analytics with JanusGraph
Ā 
Flink Forward SF 2017: Trevor Grant - Introduction to Online Machine Learning...
Flink Forward SF 2017: Trevor Grant - Introduction to Online Machine Learning...Flink Forward SF 2017: Trevor Grant - Introduction to Online Machine Learning...
Flink Forward SF 2017: Trevor Grant - Introduction to Online Machine Learning...
Ā 
Cascalog at May Bay Area Hadoop User Group
Cascalog at May Bay Area Hadoop User GroupCascalog at May Bay Area Hadoop User Group
Cascalog at May Bay Area Hadoop User Group
Ā 
Janus graph lookingbackwardreachingforward
Janus graph lookingbackwardreachingforwardJanus graph lookingbackwardreachingforward
Janus graph lookingbackwardreachingforward
Ā 
Love & Innovative technology presented by a technology pioneer and an AI expe...
Love & Innovative technology presented by a technology pioneer and an AI expe...Love & Innovative technology presented by a technology pioneer and an AI expe...
Love & Innovative technology presented by a technology pioneer and an AI expe...
Ā 
The Lyft data platform: Now and in the future
The Lyft data platform: Now and in the futureThe Lyft data platform: Now and in the future
The Lyft data platform: Now and in the future
Ā 
Strata San Jose 2016: Scalable Ensemble Learning with H2O
Strata San Jose 2016: Scalable Ensemble Learning with H2OStrata San Jose 2016: Scalable Ensemble Learning with H2O
Strata San Jose 2016: Scalable Ensemble Learning with H2O
Ā 
Enterprise Search Europe 2015: Fishing the big data streams - the future of ...
Enterprise Search Europe 2015:  Fishing the big data streams - the future of ...Enterprise Search Europe 2015:  Fishing the big data streams - the future of ...
Enterprise Search Europe 2015: Fishing the big data streams - the future of ...
Ā 
Rental Cars and Industrialized Learning to Rank with Sean Downes
Rental Cars and Industrialized Learning to Rank with Sean DownesRental Cars and Industrialized Learning to Rank with Sean Downes
Rental Cars and Industrialized Learning to Rank with Sean Downes
Ā 
IBM Middle East Data Science Connect 2016 - Doha, Qatar
IBM Middle East Data Science Connect 2016 - Doha, QatarIBM Middle East Data Science Connect 2016 - Doha, Qatar
IBM Middle East Data Science Connect 2016 - Doha, Qatar
Ā 
2011 march cloud computing atlanta
2011 march cloud computing atlanta2011 march cloud computing atlanta
2011 march cloud computing atlanta
Ā 
Pandas/Data Analysis at Baypiggies
Pandas/Data Analysis at BaypiggiesPandas/Data Analysis at Baypiggies
Pandas/Data Analysis at Baypiggies
Ā 
Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)
Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)
Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)
Ā 
Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...
Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...
Practical Medium Data Analytics with Python (10 Things I Hate About pandas, P...
Ā 
Big Data Day LA 2015 - Machine Learning on Largish Data by Szilard Pafka of E...
Big Data Day LA 2015 - Machine Learning on Largish Data by Szilard Pafka of E...Big Data Day LA 2015 - Machine Learning on Largish Data by Szilard Pafka of E...
Big Data Day LA 2015 - Machine Learning on Largish Data by Szilard Pafka of E...
Ā 

Viewers also liked

Testing & Deploying node.js apps
Testing & Deploying node.js appsTesting & Deploying node.js apps
Testing & Deploying node.js appsSteven Beeckman
Ā 
Descriptive essay ppt 2012
Descriptive essay ppt 2012Descriptive essay ppt 2012
Descriptive essay ppt 2012Rachel Rigolino
Ā 
ENG207 Rigolino Research Argument Essay 3 Directions
ENG207 Rigolino Research Argument Essay 3 DirectionsENG207 Rigolino Research Argument Essay 3 Directions
ENG207 Rigolino Research Argument Essay 3 DirectionsRachel Rigolino
Ā 
Since the introduction of co2
Since the introduction of co2Since the introduction of co2
Since the introduction of co2Attili1996
Ā 
Study: The Future of VR, AR and Self-Driving Cars
Study: The Future of VR, AR and Self-Driving CarsStudy: The Future of VR, AR and Self-Driving Cars
Study: The Future of VR, AR and Self-Driving CarsLinkedIn
Ā 

Viewers also liked (7)

Testing & Deploying node.js apps
Testing & Deploying node.js appsTesting & Deploying node.js apps
Testing & Deploying node.js apps
Ā 
Descriptive essay ppt 2012
Descriptive essay ppt 2012Descriptive essay ppt 2012
Descriptive essay ppt 2012
Ā 
ENG207 Rigolino Research Argument Essay 3 Directions
ENG207 Rigolino Research Argument Essay 3 DirectionsENG207 Rigolino Research Argument Essay 3 Directions
ENG207 Rigolino Research Argument Essay 3 Directions
Ā 
Since the introduction of co2
Since the introduction of co2Since the introduction of co2
Since the introduction of co2
Ā 
Intro
IntroIntro
Intro
Ā 
Grading scale
Grading scaleGrading scale
Grading scale
Ā 
Study: The Future of VR, AR and Self-Driving Cars
Study: The Future of VR, AR and Self-Driving CarsStudy: The Future of VR, AR and Self-Driving Cars
Study: The Future of VR, AR and Self-Driving Cars
Ā 

Similar to csv,conf 2014 - Open data within organizations

Sem tech 2011 v8
Sem tech 2011 v8Sem tech 2011 v8
Sem tech 2011 v8dallemang
Ā 
Data Science
Data ScienceData Science
Data ScienceAhmet Bulut
Ā 
Breaking the Waves: Implementing Coral at UW-Parkside
Breaking the Waves: Implementing Coral at UW-ParksideBreaking the Waves: Implementing Coral at UW-Parkside
Breaking the Waves: Implementing Coral at UW-Parksidesoopeacock
Ā 
Apache Phoenix with Actor Model (Akka.io) for real-time Big Data Programming...
Apache Phoenix with Actor Model (Akka.io)  for real-time Big Data Programming...Apache Phoenix with Actor Model (Akka.io)  for real-time Big Data Programming...
Apache Phoenix with Actor Model (Akka.io) for real-time Big Data Programming...Trieu Nguyen
Ā 
HEDW-2020-Using-Data-Virtualization-to-Break-Down-Data-Silos.pptx
HEDW-2020-Using-Data-Virtualization-to-Break-Down-Data-Silos.pptxHEDW-2020-Using-Data-Virtualization-to-Break-Down-Data-Silos.pptx
HEDW-2020-Using-Data-Virtualization-to-Break-Down-Data-Silos.pptxssuser0d9ec0
Ā 
Gluent Extending Enterprise Applications with Hadoop
Gluent Extending Enterprise Applications with HadoopGluent Extending Enterprise Applications with Hadoop
Gluent Extending Enterprise Applications with Hadoopgluent.
Ā 
5 Things that Make Hadoop a Game Changer
5 Things that Make Hadoop a Game Changer5 Things that Make Hadoop a Game Changer
5 Things that Make Hadoop a Game ChangerCaserta
Ā 
"Building Data Warehouse with Google Cloud Platform", Artem Nikulchenko
"Building Data Warehouse with Google Cloud Platform",  Artem Nikulchenko"Building Data Warehouse with Google Cloud Platform",  Artem Nikulchenko
"Building Data Warehouse with Google Cloud Platform", Artem NikulchenkoFwdays
Ā 
Ncku csie talk about Spark
Ncku csie talk about SparkNcku csie talk about Spark
Ncku csie talk about SparkGiivee The
Ā 
Machine learning in real-time - the next frontier
Machine learning in real-time - the next frontierMachine learning in real-time - the next frontier
Machine learning in real-time - the next frontierSnowplow Analytics
Ā 
Budapest Big Data Meetup Real-time stream processing
Budapest Big Data Meetup Real-time stream processingBudapest Big Data Meetup Real-time stream processing
Budapest Big Data Meetup Real-time stream processingGabor Boros
Ā 
Searching The Enterprise Data Lake With Solr - Watch Us Do It!: Presented by...
Searching The Enterprise Data Lake With Solr  - Watch Us Do It!: Presented by...Searching The Enterprise Data Lake With Solr  - Watch Us Do It!: Presented by...
Searching The Enterprise Data Lake With Solr - Watch Us Do It!: Presented by...Lucidworks
Ā 
Building a data warehouse with Amazon Redshift ā€¦ and a quick look at Amazon ...
Building a data warehouse  with Amazon Redshift ā€¦ and a quick look at Amazon ...Building a data warehouse  with Amazon Redshift ā€¦ and a quick look at Amazon ...
Building a data warehouse with Amazon Redshift ā€¦ and a quick look at Amazon ...Julien SIMON
Ā 
S. Bartoli & F. Pompermaier ā€“Ā A Semantic Big Data Companion
S. Bartoli & F. Pompermaier ā€“Ā A Semantic Big Data CompanionS. Bartoli & F. Pompermaier ā€“Ā A Semantic Big Data Companion
S. Bartoli & F. Pompermaier ā€“Ā A Semantic Big Data CompanionFlink Forward
Ā 
Clouds, Grids and Data
Clouds, Grids and DataClouds, Grids and Data
Clouds, Grids and DataGuy Coates
Ā 
Big data and APIs for PHP developers - SXSW 2011
Big data and APIs for PHP developers - SXSW 2011Big data and APIs for PHP developers - SXSW 2011
Big data and APIs for PHP developers - SXSW 2011Eli White
Ā 
Essential Data Engineering for Data Scientist
Essential Data Engineering for Data Scientist Essential Data Engineering for Data Scientist
Essential Data Engineering for Data Scientist SoftServe
Ā 
Big Data on OpenStack
Big Data on OpenStackBig Data on OpenStack
Big Data on OpenStackNati Shalom
Ā 
AWS re:Invent 2016: Case Study: How Monsanto Uses Amazon EFS with Their Large...
AWS re:Invent 2016: Case Study: How Monsanto Uses Amazon EFS with Their Large...AWS re:Invent 2016: Case Study: How Monsanto Uses Amazon EFS with Their Large...
AWS re:Invent 2016: Case Study: How Monsanto Uses Amazon EFS with Their Large...Amazon Web Services
Ā 

Similar to csv,conf 2014 - Open data within organizations (20)

Sem tech 2011 v8
Sem tech 2011 v8Sem tech 2011 v8
Sem tech 2011 v8
Ā 
Data Science
Data ScienceData Science
Data Science
Ā 
Breaking the Waves: Implementing Coral at UW-Parkside
Breaking the Waves: Implementing Coral at UW-ParksideBreaking the Waves: Implementing Coral at UW-Parkside
Breaking the Waves: Implementing Coral at UW-Parkside
Ā 
Apache Phoenix with Actor Model (Akka.io) for real-time Big Data Programming...
Apache Phoenix with Actor Model (Akka.io)  for real-time Big Data Programming...Apache Phoenix with Actor Model (Akka.io)  for real-time Big Data Programming...
Apache Phoenix with Actor Model (Akka.io) for real-time Big Data Programming...
Ā 
HEDW-2020-Using-Data-Virtualization-to-Break-Down-Data-Silos.pptx
HEDW-2020-Using-Data-Virtualization-to-Break-Down-Data-Silos.pptxHEDW-2020-Using-Data-Virtualization-to-Break-Down-Data-Silos.pptx
HEDW-2020-Using-Data-Virtualization-to-Break-Down-Data-Silos.pptx
Ā 
Gluent Extending Enterprise Applications with Hadoop
Gluent Extending Enterprise Applications with HadoopGluent Extending Enterprise Applications with Hadoop
Gluent Extending Enterprise Applications with Hadoop
Ā 
5 Things that Make Hadoop a Game Changer
5 Things that Make Hadoop a Game Changer5 Things that Make Hadoop a Game Changer
5 Things that Make Hadoop a Game Changer
Ā 
"Building Data Warehouse with Google Cloud Platform", Artem Nikulchenko
"Building Data Warehouse with Google Cloud Platform",  Artem Nikulchenko"Building Data Warehouse with Google Cloud Platform",  Artem Nikulchenko
"Building Data Warehouse with Google Cloud Platform", Artem Nikulchenko
Ā 
Oracle OpenWo2014 review part 03 three_paa_s_database
Oracle OpenWo2014 review part 03 three_paa_s_databaseOracle OpenWo2014 review part 03 three_paa_s_database
Oracle OpenWo2014 review part 03 three_paa_s_database
Ā 
Ncku csie talk about Spark
Ncku csie talk about SparkNcku csie talk about Spark
Ncku csie talk about Spark
Ā 
Machine learning in real-time - the next frontier
Machine learning in real-time - the next frontierMachine learning in real-time - the next frontier
Machine learning in real-time - the next frontier
Ā 
Budapest Big Data Meetup Real-time stream processing
Budapest Big Data Meetup Real-time stream processingBudapest Big Data Meetup Real-time stream processing
Budapest Big Data Meetup Real-time stream processing
Ā 
Searching The Enterprise Data Lake With Solr - Watch Us Do It!: Presented by...
Searching The Enterprise Data Lake With Solr  - Watch Us Do It!: Presented by...Searching The Enterprise Data Lake With Solr  - Watch Us Do It!: Presented by...
Searching The Enterprise Data Lake With Solr - Watch Us Do It!: Presented by...
Ā 
Building a data warehouse with Amazon Redshift ā€¦ and a quick look at Amazon ...
Building a data warehouse  with Amazon Redshift ā€¦ and a quick look at Amazon ...Building a data warehouse  with Amazon Redshift ā€¦ and a quick look at Amazon ...
Building a data warehouse with Amazon Redshift ā€¦ and a quick look at Amazon ...
Ā 
S. Bartoli & F. Pompermaier ā€“Ā A Semantic Big Data Companion
S. Bartoli & F. Pompermaier ā€“Ā A Semantic Big Data CompanionS. Bartoli & F. Pompermaier ā€“Ā A Semantic Big Data Companion
S. Bartoli & F. Pompermaier ā€“Ā A Semantic Big Data Companion
Ā 
Clouds, Grids and Data
Clouds, Grids and DataClouds, Grids and Data
Clouds, Grids and Data
Ā 
Big data and APIs for PHP developers - SXSW 2011
Big data and APIs for PHP developers - SXSW 2011Big data and APIs for PHP developers - SXSW 2011
Big data and APIs for PHP developers - SXSW 2011
Ā 
Essential Data Engineering for Data Scientist
Essential Data Engineering for Data Scientist Essential Data Engineering for Data Scientist
Essential Data Engineering for Data Scientist
Ā 
Big Data on OpenStack
Big Data on OpenStackBig Data on OpenStack
Big Data on OpenStack
Ā 
AWS re:Invent 2016: Case Study: How Monsanto Uses Amazon EFS with Their Large...
AWS re:Invent 2016: Case Study: How Monsanto Uses Amazon EFS with Their Large...AWS re:Invent 2016: Case Study: How Monsanto Uses Amazon EFS with Their Large...
AWS re:Invent 2016: Case Study: How Monsanto Uses Amazon EFS with Their Large...
Ā 

More from Steven Beeckman

An Incomplete Introduction to Artificial Intelligence
An Incomplete Introduction to Artificial IntelligenceAn Incomplete Introduction to Artificial Intelligence
An Incomplete Introduction to Artificial IntelligenceSteven Beeckman
Ā 
Digital transformation in other countries' governments
Digital transformation in other countries' governmentsDigital transformation in other countries' governments
Digital transformation in other countries' governmentsSteven Beeckman
Ā 
Introduction to node.js
Introduction to node.jsIntroduction to node.js
Introduction to node.jsSteven Beeckman
Ā 
Boondoggle Bright - Hackathing - StartupBus
Boondoggle Bright - Hackathing - StartupBusBoondoggle Bright - Hackathing - StartupBus
Boondoggle Bright - Hackathing - StartupBusSteven Beeckman
Ā 
node.js and the AR.Drone: building a real-time dashboard using socket.io
node.js and the AR.Drone: building a real-time dashboard using socket.ionode.js and the AR.Drone: building a real-time dashboard using socket.io
node.js and the AR.Drone: building a real-time dashboard using socket.ioSteven Beeckman
Ā 
BlackBerry 10 Core Native Camera API
BlackBerry 10 Core Native Camera APIBlackBerry 10 Core Native Camera API
BlackBerry 10 Core Native Camera APISteven Beeckman
Ā 
4 Simple Rules of Design
4 Simple Rules of Design4 Simple Rules of Design
4 Simple Rules of DesignSteven Beeckman
Ā 
BlackBerry Developers Group Belgium - 1st meetup
BlackBerry Developers Group Belgium - 1st meetupBlackBerry Developers Group Belgium - 1st meetup
BlackBerry Developers Group Belgium - 1st meetupSteven Beeckman
Ā 
Node.js User Group Belgium - 1st meetup
Node.js User Group Belgium - 1st meetupNode.js User Group Belgium - 1st meetup
Node.js User Group Belgium - 1st meetupSteven Beeckman
Ā 
Think Before You Act or Rapid Prototyping
Think Before You Act or Rapid PrototypingThink Before You Act or Rapid Prototyping
Think Before You Act or Rapid PrototypingSteven Beeckman
Ā 

More from Steven Beeckman (11)

An Incomplete Introduction to Artificial Intelligence
An Incomplete Introduction to Artificial IntelligenceAn Incomplete Introduction to Artificial Intelligence
An Incomplete Introduction to Artificial Intelligence
Ā 
Digital transformation in other countries' governments
Digital transformation in other countries' governmentsDigital transformation in other countries' governments
Digital transformation in other countries' governments
Ā 
Introduction to node.js
Introduction to node.jsIntroduction to node.js
Introduction to node.js
Ā 
Arduino & node.js
Arduino & node.jsArduino & node.js
Arduino & node.js
Ā 
Boondoggle Bright - Hackathing - StartupBus
Boondoggle Bright - Hackathing - StartupBusBoondoggle Bright - Hackathing - StartupBus
Boondoggle Bright - Hackathing - StartupBus
Ā 
node.js and the AR.Drone: building a real-time dashboard using socket.io
node.js and the AR.Drone: building a real-time dashboard using socket.ionode.js and the AR.Drone: building a real-time dashboard using socket.io
node.js and the AR.Drone: building a real-time dashboard using socket.io
Ā 
BlackBerry 10 Core Native Camera API
BlackBerry 10 Core Native Camera APIBlackBerry 10 Core Native Camera API
BlackBerry 10 Core Native Camera API
Ā 
4 Simple Rules of Design
4 Simple Rules of Design4 Simple Rules of Design
4 Simple Rules of Design
Ā 
BlackBerry Developers Group Belgium - 1st meetup
BlackBerry Developers Group Belgium - 1st meetupBlackBerry Developers Group Belgium - 1st meetup
BlackBerry Developers Group Belgium - 1st meetup
Ā 
Node.js User Group Belgium - 1st meetup
Node.js User Group Belgium - 1st meetupNode.js User Group Belgium - 1st meetup
Node.js User Group Belgium - 1st meetup
Ā 
Think Before You Act or Rapid Prototyping
Think Before You Act or Rapid PrototypingThink Before You Act or Rapid Prototyping
Think Before You Act or Rapid Prototyping
Ā 

Recently uploaded

Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% SecurePooja Nehwal
Ā 
Call Girls Jalahalli Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service Ban...amitlee9823
Ā 
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...amitlee9823
Ā 
Chintamani Call Girls: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bangalore ...Chintamani Call Girls: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bangalore ...amitlee9823
Ā 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxolyaivanovalion
Ā 
ALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptxALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptxolyaivanovalion
Ā 
BDSMāš”Call Girls in Mandawali Delhi >ą¼’8448380779 Escort Service
BDSMāš”Call Girls in Mandawali Delhi >ą¼’8448380779 Escort ServiceBDSMāš”Call Girls in Mandawali Delhi >ą¼’8448380779 Escort Service
BDSMāš”Call Girls in Mandawali Delhi >ą¼’8448380779 Escort ServiceDelhi Call girls
Ā 
Generative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusGenerative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusTimothy Spann
Ā 
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
Ā 
Call Girls Bannerghatta Road Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Ser...amitlee9823
Ā 
Call Girls in Sarai Kale Khan Delhi šŸ’Æ Call Us šŸ”9205541914 šŸ”( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi šŸ’Æ Call Us šŸ”9205541914 šŸ”( Delhi) Escorts S...Call Girls in Sarai Kale Khan Delhi šŸ’Æ Call Us šŸ”9205541914 šŸ”( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi šŸ’Æ Call Us šŸ”9205541914 šŸ”( Delhi) Escorts S...Delhi Call girls
Ā 
BigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxBigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxolyaivanovalion
Ā 
Call Girls Indiranagar Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...
Call Girls Indiranagar Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...Call Girls Indiranagar Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...
Call Girls Indiranagar Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...amitlee9823
Ā 
Call Girls Bommasandra Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...
Call Girls Bommasandra Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...Call Girls Bommasandra Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...
Call Girls Bommasandra Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...amitlee9823
Ā 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionfulawalesam
Ā 
Call Girls In Bellandur ā˜Ž 7737669865 šŸ„µ Book Your One night Stand
Call Girls In Bellandur ā˜Ž 7737669865 šŸ„µ Book Your One night StandCall Girls In Bellandur ā˜Ž 7737669865 šŸ„µ Book Your One night Stand
Call Girls In Bellandur ā˜Ž 7737669865 šŸ„µ Book Your One night Standamitlee9823
Ā 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...ZurliaSoop
Ā 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxolyaivanovalion
Ā 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxolyaivanovalion
Ā 

Recently uploaded (20)

Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Ā 
Call Girls Jalahalli Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service Ban...
Ā 
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Ā 
Chintamani Call Girls: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bangalore ...Chintamani Call Girls: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bangalore ...
Ā 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptx
Ā 
ALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptxALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptx
Ā 
BDSMāš”Call Girls in Mandawali Delhi >ą¼’8448380779 Escort Service
BDSMāš”Call Girls in Mandawali Delhi >ą¼’8448380779 Escort ServiceBDSMāš”Call Girls in Mandawali Delhi >ą¼’8448380779 Escort Service
BDSMāš”Call Girls in Mandawali Delhi >ą¼’8448380779 Escort Service
Ā 
Generative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusGenerative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and Milvus
Ā 
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
Ā 
Call Girls Bannerghatta Road Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Ser...
Ā 
Call Girls in Sarai Kale Khan Delhi šŸ’Æ Call Us šŸ”9205541914 šŸ”( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi šŸ’Æ Call Us šŸ”9205541914 šŸ”( Delhi) Escorts S...Call Girls in Sarai Kale Khan Delhi šŸ’Æ Call Us šŸ”9205541914 šŸ”( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi šŸ’Æ Call Us šŸ”9205541914 šŸ”( Delhi) Escorts S...
Ā 
CHEAP Call Girls in Saket (-DELHI )šŸ” 9953056974šŸ”(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )šŸ” 9953056974šŸ”(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )šŸ” 9953056974šŸ”(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )šŸ” 9953056974šŸ”(=)/CALL GIRLS SERVICE
Ā 
BigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxBigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptx
Ā 
Call Girls Indiranagar Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...
Call Girls Indiranagar Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...Call Girls Indiranagar Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...
Call Girls Indiranagar Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...
Ā 
Call Girls Bommasandra Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...
Call Girls Bommasandra Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...Call Girls Bommasandra Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...
Call Girls Bommasandra Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service B...
Ā 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interaction
Ā 
Call Girls In Bellandur ā˜Ž 7737669865 šŸ„µ Book Your One night Stand
Call Girls In Bellandur ā˜Ž 7737669865 šŸ„µ Book Your One night StandCall Girls In Bellandur ā˜Ž 7737669865 šŸ„µ Book Your One night Stand
Call Girls In Bellandur ā˜Ž 7737669865 šŸ„µ Book Your One night Stand
Ā 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Ā 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptx
Ā 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFx
Ā 

csv,conf 2014 - Open data within organizations