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Open Knowledge
How we use the massive open lidar dataset
for the benefit of the client
Monday, March 12, 2018
Rockestate
Pietjan Vandooren
Materials science engineer
Financial markets expert
CFA Charterholder
Kasper Van Lombeek
Energy engineer
Geo statistician
Data scientist
Mathieu Carette
Mathematician, PhD
Software engineer
Data scientist
Business model Rockestate
● Open geospatial data is often needed in data science use cases
● Gathering, cleaning, standardizing this open geo data is hard work
● Data scientists are too scarce to do this internally
Business model Rockestate
By doing lots of use cases
● We improve our curated data lake
● We gather background knowledge about Machine Learning, spatial
statistics and building products in general
Address API
Demographics
GIS application (F)
GIS application (BE)
GIS application (W)
GIS application (B)
Feature extraction from GIS applications
Open geo data?
i.e. addresses
● Old school: sell your own address database
● New school: work and contribute to an address database that is
shared by all stakeholders
Advanced feature engineering
Advanced feature engineering
Open data helps
How much can we extract?
We are here
3D vector models based on Lidar data
Demo
Do we give back?
Everything open source
It is not because you open
source something, that it helps
the community
We do have some secret
sauces that we can’t just open
today
Everything closed source
Doesn’t work, clients love
transparency
Is not attractive to attract
talent
Do we give back?
● We blog in great detail
● We give trainings to non-profits
● We tried to organise a hackathon for a good cause
● We contribute to open source geo software
● We speak at meetups and open source events
Why Open Knowledge?
● Measuring my weight daily allows me
to monitor my behaviour
● We believe these transparent
dashboards are needed to evaluate
policy
● i.e. dashboard about traffic accidents
● i.e. remuneration of notaries
Thank you

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How we use the massive open lidar dataset for the benfit of our clients

  • 1. Open Knowledge How we use the massive open lidar dataset for the benefit of the client Monday, March 12, 2018
  • 2. Rockestate Pietjan Vandooren Materials science engineer Financial markets expert CFA Charterholder Kasper Van Lombeek Energy engineer Geo statistician Data scientist Mathieu Carette Mathematician, PhD Software engineer Data scientist
  • 3. Business model Rockestate ● Open geospatial data is often needed in data science use cases ● Gathering, cleaning, standardizing this open geo data is hard work ● Data scientists are too scarce to do this internally
  • 4. Business model Rockestate By doing lots of use cases ● We improve our curated data lake ● We gather background knowledge about Machine Learning, spatial statistics and building products in general
  • 5. Address API Demographics GIS application (F) GIS application (BE) GIS application (W) GIS application (B) Feature extraction from GIS applications Open geo data?
  • 6. i.e. addresses ● Old school: sell your own address database ● New school: work and contribute to an address database that is shared by all stakeholders
  • 10. How much can we extract? We are here
  • 11. 3D vector models based on Lidar data
  • 12. Demo
  • 13. Do we give back? Everything open source It is not because you open source something, that it helps the community We do have some secret sauces that we can’t just open today Everything closed source Doesn’t work, clients love transparency Is not attractive to attract talent
  • 14. Do we give back? ● We blog in great detail ● We give trainings to non-profits ● We tried to organise a hackathon for a good cause ● We contribute to open source geo software ● We speak at meetups and open source events
  • 15. Why Open Knowledge? ● Measuring my weight daily allows me to monitor my behaviour ● We believe these transparent dashboards are needed to evaluate policy ● i.e. dashboard about traffic accidents ● i.e. remuneration of notaries