SlideShare a Scribd company logo
1 of 15
Download to read offline
Comment Mapbox traite les
données d’imagerie satellitaires
avec AWS
Vincent Sarago

@_VincentS_
We make maps*
We help you make maps.
https://www.mapbox.com/help/how-satellite-imagery-works/
Satellite sources
- Zoom levels 0–8 use de-clouded data from NASA MODIS satellites.
- Zoom levels 9–12 use NASA/USGS Landsat 5 & 7 imagery.
- Zoom levels 13+ use a combination of open and proprietary sources, including Digital Globe for
much of the world, USDA’s NAIP 2011–2013 in the contiguous United States, and open aerial
imagery from Denmark, Finland, and parts of Germany.
The Satellite Team
Processing at scale
https://blog.mapbox.com/updating-8–2-million-km²-of-high-
resolution-satellite-imagery-b68070bdf4b2
Tuiles
Raster Data → → Map Tiles
Formats
Projection
NoData
Color
Bands
…
Pixelmonster Amazon Web Services
→
Lambda
Elasticache
SQS
SNS
ECS
S3
Open Source
+
https://www.mapbox.com/about/open/
+
Live basemap update
https://www.mapbox.com/bites/00145/
Raster processing using AWS Lambda
github.com/mapbox/rio-tiler
github.com/mapbox/landsat-tiler
https://github.com/mapbox/rasterio
https://blog.mapbox.com/tagged/satellite
https://github.com/vincentsarago/simple-rio-lambda
https://github.com/mapbox/ecs-watchbot
https://www.mapbox.com/about/open/
Merci
https://www.mapbox.com/jobs/
Vincent Sarago

@_VincentS_
Questions ?

More Related Content

What's hot

Making Beautiful Maps: Oct 5 2011
Making Beautiful Maps: Oct 5 2011Making Beautiful Maps: Oct 5 2011
Making Beautiful Maps: Oct 5 2011Jake Levitas
 
GRASS and OSGeo: a framework for archeology
GRASS and OSGeo: a framework for archeologyGRASS and OSGeo: a framework for archeology
GRASS and OSGeo: a framework for archeologyMarkus Neteler
 
Mapping in Drupal 7 using OpenLayers
Mapping in Drupal 7 using OpenLayersMapping in Drupal 7 using OpenLayers
Mapping in Drupal 7 using OpenLayersPeter Vanhee
 
Mapping in Drupal using OpenLayers
Mapping in Drupal using OpenLayersMapping in Drupal using OpenLayers
Mapping in Drupal using OpenLayersPeter Vanhee
 
How Rough Is Your Runway?
How Rough Is Your Runway? How Rough Is Your Runway?
How Rough Is Your Runway? Safe Software
 
OpenLayers Feature Frenzy
OpenLayers Feature FrenzyOpenLayers Feature Frenzy
OpenLayers Feature FrenzyAndreas Hocevar
 
data visualization workshop_Krakovetskyi
data visualization workshop_Krakovetskyi data visualization workshop_Krakovetskyi
data visualization workshop_Krakovetskyi Maksym Klyuchar
 
A vision to make OSM data the backbone of history across time and space - Int...
A vision to make OSM data the backbone of history across time and space - Int...A vision to make OSM data the backbone of history across time and space - Int...
A vision to make OSM data the backbone of history across time and space - Int...Kohei Otsuka
 
How to Get the Most Out of LiDAR Data
How to Get the Most Out of LiDAR DataHow to Get the Most Out of LiDAR Data
How to Get the Most Out of LiDAR DataSafe Software
 
AGIT 2017: Cesium 1.35, WebGL Virtual Globe and Map Engine
AGIT 2017: Cesium 1.35, WebGL Virtual Globe and Map EngineAGIT 2017: Cesium 1.35, WebGL Virtual Globe and Map Engine
AGIT 2017: Cesium 1.35, WebGL Virtual Globe and Map EngineCamptocamp
 
OL3-Cesium: 3D for OpenLayers maps
OL3-Cesium: 3D for OpenLayers mapsOL3-Cesium: 3D for OpenLayers maps
OL3-Cesium: 3D for OpenLayers mapsAndreas Hocevar
 
Dem analaysis and catchment delineation using GIS
Dem analaysis and catchment delineation using GISDem analaysis and catchment delineation using GIS
Dem analaysis and catchment delineation using GISHans van der Kwast
 
Prepare LiDAR Data To Meet Your Requirements
Prepare LiDAR Data To Meet Your RequirementsPrepare LiDAR Data To Meet Your Requirements
Prepare LiDAR Data To Meet Your RequirementsSafe Software
 
Where2.0Now - Finding the heat in Thematic Maps
Where2.0Now - Finding the heat in Thematic MapsWhere2.0Now - Finding the heat in Thematic Maps
Where2.0Now - Finding the heat in Thematic MapsJohn Fagan
 

What's hot (20)

Making Beautiful Maps: Oct 5 2011
Making Beautiful Maps: Oct 5 2011Making Beautiful Maps: Oct 5 2011
Making Beautiful Maps: Oct 5 2011
 
GRASS and OSGeo: a framework for archeology
GRASS and OSGeo: a framework for archeologyGRASS and OSGeo: a framework for archeology
GRASS and OSGeo: a framework for archeology
 
Open geo data - technical issue
Open geo data  - technical issueOpen geo data  - technical issue
Open geo data - technical issue
 
Mapping in Drupal 7 using OpenLayers
Mapping in Drupal 7 using OpenLayersMapping in Drupal 7 using OpenLayers
Mapping in Drupal 7 using OpenLayers
 
GIS fundamentals - raster
GIS fundamentals - rasterGIS fundamentals - raster
GIS fundamentals - raster
 
OpenLayer's basics
OpenLayer's basicsOpenLayer's basics
OpenLayer's basics
 
Mapping in Drupal using OpenLayers
Mapping in Drupal using OpenLayersMapping in Drupal using OpenLayers
Mapping in Drupal using OpenLayers
 
How Rough Is Your Runway?
How Rough Is Your Runway? How Rough Is Your Runway?
How Rough Is Your Runway?
 
High res integrating socio economic data and biophysical data
High res integrating socio economic data and biophysical dataHigh res integrating socio economic data and biophysical data
High res integrating socio economic data and biophysical data
 
OpenLayers Feature Frenzy
OpenLayers Feature FrenzyOpenLayers Feature Frenzy
OpenLayers Feature Frenzy
 
data visualization workshop_Krakovetskyi
data visualization workshop_Krakovetskyi data visualization workshop_Krakovetskyi
data visualization workshop_Krakovetskyi
 
A vision to make OSM data the backbone of history across time and space - Int...
A vision to make OSM data the backbone of history across time and space - Int...A vision to make OSM data the backbone of history across time and space - Int...
A vision to make OSM data the backbone of history across time and space - Int...
 
How to Get the Most Out of LiDAR Data
How to Get the Most Out of LiDAR DataHow to Get the Most Out of LiDAR Data
How to Get the Most Out of LiDAR Data
 
AGIT 2017: Cesium 1.35, WebGL Virtual Globe and Map Engine
AGIT 2017: Cesium 1.35, WebGL Virtual Globe and Map EngineAGIT 2017: Cesium 1.35, WebGL Virtual Globe and Map Engine
AGIT 2017: Cesium 1.35, WebGL Virtual Globe and Map Engine
 
OL3-Cesium: 3D for OpenLayers maps
OL3-Cesium: 3D for OpenLayers mapsOL3-Cesium: 3D for OpenLayers maps
OL3-Cesium: 3D for OpenLayers maps
 
5 youcanhelp
5 youcanhelp5 youcanhelp
5 youcanhelp
 
Dem analaysis and catchment delineation using GIS
Dem analaysis and catchment delineation using GISDem analaysis and catchment delineation using GIS
Dem analaysis and catchment delineation using GIS
 
Prepare LiDAR Data To Meet Your Requirements
Prepare LiDAR Data To Meet Your RequirementsPrepare LiDAR Data To Meet Your Requirements
Prepare LiDAR Data To Meet Your Requirements
 
Raster processing
Raster processingRaster processing
Raster processing
 
Where2.0Now - Finding the heat in Thematic Maps
Where2.0Now - Finding the heat in Thematic MapsWhere2.0Now - Finding the heat in Thematic Maps
Where2.0Now - Finding the heat in Thematic Maps
 

Similar to Vincent Sarago (Mapbox) | Traitement d’imagerie satellitaires de masse en utilisant les technologies d'infonuagiques

Better Mapping II - Sourcing good data
Better Mapping II - Sourcing good dataBetter Mapping II - Sourcing good data
Better Mapping II - Sourcing good dataSteve Chilton
 
DSD-INT 2015 - Datacubes understanding big eo data better - Peter baumann
DSD-INT 2015 - Datacubes understanding big eo data better - Peter baumannDSD-INT 2015 - Datacubes understanding big eo data better - Peter baumann
DSD-INT 2015 - Datacubes understanding big eo data better - Peter baumannDeltares
 
Unlocking Open Data in the Cloud
Unlocking Open Data in the CloudUnlocking Open Data in the Cloud
Unlocking Open Data in the CloudAmazon Web Services
 
Free and open source software for remote sensing and GIS
Free and open source software for remote sensing and GISFree and open source software for remote sensing and GIS
Free and open source software for remote sensing and GISNopphawanTamkuan
 
Processing Geospatial at Scale at LocationTech
Processing Geospatial at Scale at LocationTechProcessing Geospatial at Scale at LocationTech
Processing Geospatial at Scale at LocationTechRob Emanuele
 
Q4 2016 GeoTrellis Presentation
Q4 2016 GeoTrellis PresentationQ4 2016 GeoTrellis Presentation
Q4 2016 GeoTrellis PresentationRob Emanuele
 
Spatial Technology Resources for Teachers
Spatial Technology Resources for TeachersSpatial Technology Resources for Teachers
Spatial Technology Resources for TeachersRebecca Nicholas
 
Alien Worlds: 3D Maps of Celestial Bodies with VTS
Alien Worlds: 3D Maps of Celestial Bodies with VTSAlien Worlds: 3D Maps of Celestial Bodies with VTS
Alien Worlds: 3D Maps of Celestial Bodies with VTSOndřej Procházka
 
Adopting OGC Standards in São Paulo Flood Alert System - FOSS4G 2014 - PDX
Adopting OGC Standards in São Paulo Flood Alert System  - FOSS4G 2014 - PDXAdopting OGC Standards in São Paulo Flood Alert System  - FOSS4G 2014 - PDX
Adopting OGC Standards in São Paulo Flood Alert System - FOSS4G 2014 - PDXIvan Martinez
 
NEARC 2009 CUNY Mapping Service
NEARC 2009 CUNY Mapping ServiceNEARC 2009 CUNY Mapping Service
NEARC 2009 CUNY Mapping Servicesromalewski
 
Open Historical Map: Vector Tiles & Other Updates
Open Historical Map: Vector Tiles & Other UpdatesOpen Historical Map: Vector Tiles & Other Updates
Open Historical Map: Vector Tiles & Other Updatesgwhathistory
 
rworldmap: A New R package for Mapping Global Data
rworldmap: A New R package for Mapping Global Datarworldmap: A New R package for Mapping Global Data
rworldmap: A New R package for Mapping Global DataDr. Volkan OBAN
 
Maps and Apps
Maps and AppsMaps and Apps
Maps and AppsAddy Pope
 
State of GeoServer 2.14
State of GeoServer 2.14State of GeoServer 2.14
State of GeoServer 2.14Jody Garnett
 
Web Mapping with Drupal
Web Mapping with DrupalWeb Mapping with Drupal
Web Mapping with DrupalRanel Padon
 
What is a Data Commons and Why Should You Care?
What is a Data Commons and Why Should You Care? What is a Data Commons and Why Should You Care?
What is a Data Commons and Why Should You Care? Robert Grossman
 
Dsm Presentation
Dsm PresentationDsm Presentation
Dsm Presentationrichoe
 

Similar to Vincent Sarago (Mapbox) | Traitement d’imagerie satellitaires de masse en utilisant les technologies d'infonuagiques (20)

Better Mapping II - Sourcing good data
Better Mapping II - Sourcing good dataBetter Mapping II - Sourcing good data
Better Mapping II - Sourcing good data
 
DSD-INT 2015 - Datacubes understanding big eo data better - Peter baumann
DSD-INT 2015 - Datacubes understanding big eo data better - Peter baumannDSD-INT 2015 - Datacubes understanding big eo data better - Peter baumann
DSD-INT 2015 - Datacubes understanding big eo data better - Peter baumann
 
Unlocking Open Data in the Cloud
Unlocking Open Data in the CloudUnlocking Open Data in the Cloud
Unlocking Open Data in the Cloud
 
Mapping
MappingMapping
Mapping
 
Free and open source software for remote sensing and GIS
Free and open source software for remote sensing and GISFree and open source software for remote sensing and GIS
Free and open source software for remote sensing and GIS
 
Processing Geospatial at Scale at LocationTech
Processing Geospatial at Scale at LocationTechProcessing Geospatial at Scale at LocationTech
Processing Geospatial at Scale at LocationTech
 
Q4 2016 GeoTrellis Presentation
Q4 2016 GeoTrellis PresentationQ4 2016 GeoTrellis Presentation
Q4 2016 GeoTrellis Presentation
 
Spatial Technology Resources for Teachers
Spatial Technology Resources for TeachersSpatial Technology Resources for Teachers
Spatial Technology Resources for Teachers
 
Alien Worlds: 3D Maps of Celestial Bodies with VTS
Alien Worlds: 3D Maps of Celestial Bodies with VTSAlien Worlds: 3D Maps of Celestial Bodies with VTS
Alien Worlds: 3D Maps of Celestial Bodies with VTS
 
Adopting OGC Standards in São Paulo Flood Alert System - FOSS4G 2014 - PDX
Adopting OGC Standards in São Paulo Flood Alert System  - FOSS4G 2014 - PDXAdopting OGC Standards in São Paulo Flood Alert System  - FOSS4G 2014 - PDX
Adopting OGC Standards in São Paulo Flood Alert System - FOSS4G 2014 - PDX
 
NEARC 2009 CUNY Mapping Service
NEARC 2009 CUNY Mapping ServiceNEARC 2009 CUNY Mapping Service
NEARC 2009 CUNY Mapping Service
 
Mapping toolbox
Mapping toolboxMapping toolbox
Mapping toolbox
 
Open Historical Map: Vector Tiles & Other Updates
Open Historical Map: Vector Tiles & Other UpdatesOpen Historical Map: Vector Tiles & Other Updates
Open Historical Map: Vector Tiles & Other Updates
 
rworldmap: A New R package for Mapping Global Data
rworldmap: A New R package for Mapping Global Datarworldmap: A New R package for Mapping Global Data
rworldmap: A New R package for Mapping Global Data
 
Maps and Apps
Maps and AppsMaps and Apps
Maps and Apps
 
State of GeoServer 2.14
State of GeoServer 2.14State of GeoServer 2.14
State of GeoServer 2.14
 
Web Mapping with Drupal
Web Mapping with DrupalWeb Mapping with Drupal
Web Mapping with Drupal
 
What is a Data Commons and Why Should You Care?
What is a Data Commons and Why Should You Care? What is a Data Commons and Why Should You Care?
What is a Data Commons and Why Should You Care?
 
Dsm Presentation
Dsm PresentationDsm Presentation
Dsm Presentation
 
Data Sources
Data SourcesData Sources
Data Sources
 

More from ACSG Section Montréal

Centralisation, transformation et distribution de l’imagerie aérienne des vil...
Centralisation, transformation et distribution de l’imagerie aérienne des vil...Centralisation, transformation et distribution de l’imagerie aérienne des vil...
Centralisation, transformation et distribution de l’imagerie aérienne des vil...ACSG Section Montréal
 
Inventaire informatisé et intelligent d’arbres
Inventaire informatisé et intelligent d’arbresInventaire informatisé et intelligent d’arbres
Inventaire informatisé et intelligent d’arbresACSG Section Montréal
 
Une librairie de développement cartographique en libre service
Une librairie de développement cartographique en libre serviceUne librairie de développement cartographique en libre service
Une librairie de développement cartographique en libre serviceACSG Section Montréal
 
German Gonzalez - Consortech - Exemples d’utilisation d’API avec FME - Meetup...
German Gonzalez - Consortech - Exemples d’utilisation d’API avec FME - Meetup...German Gonzalez - Consortech - Exemples d’utilisation d’API avec FME - Meetup...
German Gonzalez - Consortech - Exemples d’utilisation d’API avec FME - Meetup...ACSG Section Montréal
 
Geoffroy Richer-Lalonde - Hydro-Québec - Plateforme de coordination des Proje...
Geoffroy Richer-Lalonde - Hydro-Québec - Plateforme de coordination des Proje...Geoffroy Richer-Lalonde - Hydro-Québec - Plateforme de coordination des Proje...
Geoffroy Richer-Lalonde - Hydro-Québec - Plateforme de coordination des Proje...ACSG Section Montréal
 
Martin Chevrier - Survol de 20 ans de géomatique - Meetup - GeoMTL - 2021-03-11
Martin Chevrier - Survol de 20 ans de géomatique - Meetup - GeoMTL - 2021-03-11Martin Chevrier - Survol de 20 ans de géomatique - Meetup - GeoMTL - 2021-03-11
Martin Chevrier - Survol de 20 ans de géomatique - Meetup - GeoMTL - 2021-03-11ACSG Section Montréal
 
Samuel Mehenni - Covid, mobilité et narratif géospatial - Meetup - GéoMTL - 2...
Samuel Mehenni - Covid, mobilité et narratif géospatial - Meetup - GéoMTL - 2...Samuel Mehenni - Covid, mobilité et narratif géospatial - Meetup - GéoMTL - 2...
Samuel Mehenni - Covid, mobilité et narratif géospatial - Meetup - GéoMTL - 2...ACSG Section Montréal
 
Julien Belvisi - État des lieux sur la géomatique en temps de pandémie - Meet...
Julien Belvisi - État des lieux sur la géomatique en temps de pandémie - Meet...Julien Belvisi - État des lieux sur la géomatique en temps de pandémie - Meet...
Julien Belvisi - État des lieux sur la géomatique en temps de pandémie - Meet...ACSG Section Montréal
 
Centre expertise géomatique Montréal
Centre expertise géomatique MontréalCentre expertise géomatique Montréal
Centre expertise géomatique MontréalACSG Section Montréal
 
Ville de Montréal - Dendrometrie arbres 3d ville montreal_geomtl
Ville de Montréal - Dendrometrie arbres 3d ville montreal_geomtlVille de Montréal - Dendrometrie arbres 3d ville montreal_geomtl
Ville de Montréal - Dendrometrie arbres 3d ville montreal_geomtlACSG Section Montréal
 
Gabriel Damant-Sirois (Local Logic) | Données géospatiales et technologies:...
Gabriel Damant-Sirois (Local Logic)   | Données géospatiales et technologies:...Gabriel Damant-Sirois (Local Logic)   | Données géospatiales et technologies:...
Gabriel Damant-Sirois (Local Logic) | Données géospatiales et technologies:...ACSG Section Montréal
 
Tim Elrick (McGill- GIC) | Creating Open Data – the Building Canada 2020 Ini...
Tim Elrick (McGill- GIC)  | Creating Open Data – the Building Canada 2020 Ini...Tim Elrick (McGill- GIC)  | Creating Open Data – the Building Canada 2020 Ini...
Tim Elrick (McGill- GIC) | Creating Open Data – the Building Canada 2020 Ini...ACSG Section Montréal
 
Act 00063 les objets connectés en complément à la géolocalisation
Act 00063 les objets connectés en complément à la géolocalisationAct 00063 les objets connectés en complément à la géolocalisation
Act 00063 les objets connectés en complément à la géolocalisationACSG Section Montréal
 
Act 00085 i towns, nouveau framework pour la visualisation 3d web
Act 00085 i towns, nouveau framework pour la visualisation 3d webAct 00085 i towns, nouveau framework pour la visualisation 3d web
Act 00085 i towns, nouveau framework pour la visualisation 3d webACSG Section Montréal
 
Act 00018 architecture ouverte pour une gestion optimale de l’information géo...
Act 00018 architecture ouverte pour une gestion optimale de l’information géo...Act 00018 architecture ouverte pour une gestion optimale de l’information géo...
Act 00018 architecture ouverte pour une gestion optimale de l’information géo...ACSG Section Montréal
 
Présentation du Keynote du jeudi 20 octobre 2016 - M. Paul Ramsey
Présentation du Keynote du jeudi 20 octobre 2016 - M. Paul RamseyPrésentation du Keynote du jeudi 20 octobre 2016 - M. Paul Ramsey
Présentation du Keynote du jeudi 20 octobre 2016 - M. Paul RamseyACSG Section Montréal
 
Act 00109 géo-trafic la plateforme mobilité temps-réel de la ville de montréal
Act 00109 géo-trafic la plateforme mobilité temps-réel de la ville de montréalAct 00109 géo-trafic la plateforme mobilité temps-réel de la ville de montréal
Act 00109 géo-trafic la plateforme mobilité temps-réel de la ville de montréalACSG Section Montréal
 

More from ACSG Section Montréal (20)

Centralisation, transformation et distribution de l’imagerie aérienne des vil...
Centralisation, transformation et distribution de l’imagerie aérienne des vil...Centralisation, transformation et distribution de l’imagerie aérienne des vil...
Centralisation, transformation et distribution de l’imagerie aérienne des vil...
 
Inventaire informatisé et intelligent d’arbres
Inventaire informatisé et intelligent d’arbresInventaire informatisé et intelligent d’arbres
Inventaire informatisé et intelligent d’arbres
 
Une librairie de développement cartographique en libre service
Une librairie de développement cartographique en libre serviceUne librairie de développement cartographique en libre service
Une librairie de développement cartographique en libre service
 
German Gonzalez - Consortech - Exemples d’utilisation d’API avec FME - Meetup...
German Gonzalez - Consortech - Exemples d’utilisation d’API avec FME - Meetup...German Gonzalez - Consortech - Exemples d’utilisation d’API avec FME - Meetup...
German Gonzalez - Consortech - Exemples d’utilisation d’API avec FME - Meetup...
 
Geoffroy Richer-Lalonde - Hydro-Québec - Plateforme de coordination des Proje...
Geoffroy Richer-Lalonde - Hydro-Québec - Plateforme de coordination des Proje...Geoffroy Richer-Lalonde - Hydro-Québec - Plateforme de coordination des Proje...
Geoffroy Richer-Lalonde - Hydro-Québec - Plateforme de coordination des Proje...
 
Martin Chevrier - Survol de 20 ans de géomatique - Meetup - GeoMTL - 2021-03-11
Martin Chevrier - Survol de 20 ans de géomatique - Meetup - GeoMTL - 2021-03-11Martin Chevrier - Survol de 20 ans de géomatique - Meetup - GeoMTL - 2021-03-11
Martin Chevrier - Survol de 20 ans de géomatique - Meetup - GeoMTL - 2021-03-11
 
Dronautique Laval
Dronautique LavalDronautique Laval
Dronautique Laval
 
Cartographie d'un jeu de type voxel
Cartographie d'un jeu de type voxelCartographie d'un jeu de type voxel
Cartographie d'un jeu de type voxel
 
Samuel Mehenni - Covid, mobilité et narratif géospatial - Meetup - GéoMTL - 2...
Samuel Mehenni - Covid, mobilité et narratif géospatial - Meetup - GéoMTL - 2...Samuel Mehenni - Covid, mobilité et narratif géospatial - Meetup - GéoMTL - 2...
Samuel Mehenni - Covid, mobilité et narratif géospatial - Meetup - GéoMTL - 2...
 
Julien Belvisi - État des lieux sur la géomatique en temps de pandémie - Meet...
Julien Belvisi - État des lieux sur la géomatique en temps de pandémie - Meet...Julien Belvisi - État des lieux sur la géomatique en temps de pandémie - Meet...
Julien Belvisi - État des lieux sur la géomatique en temps de pandémie - Meet...
 
Fabmob Meetup GeoMTL
Fabmob Meetup GeoMTLFabmob Meetup GeoMTL
Fabmob Meetup GeoMTL
 
Centre expertise géomatique Montréal
Centre expertise géomatique MontréalCentre expertise géomatique Montréal
Centre expertise géomatique Montréal
 
Ville de Montréal - Dendrometrie arbres 3d ville montreal_geomtl
Ville de Montréal - Dendrometrie arbres 3d ville montreal_geomtlVille de Montréal - Dendrometrie arbres 3d ville montreal_geomtl
Ville de Montréal - Dendrometrie arbres 3d ville montreal_geomtl
 
Gabriel Damant-Sirois (Local Logic) | Données géospatiales et technologies:...
Gabriel Damant-Sirois (Local Logic)   | Données géospatiales et technologies:...Gabriel Damant-Sirois (Local Logic)   | Données géospatiales et technologies:...
Gabriel Damant-Sirois (Local Logic) | Données géospatiales et technologies:...
 
Tim Elrick (McGill- GIC) | Creating Open Data – the Building Canada 2020 Ini...
Tim Elrick (McGill- GIC)  | Creating Open Data – the Building Canada 2020 Ini...Tim Elrick (McGill- GIC)  | Creating Open Data – the Building Canada 2020 Ini...
Tim Elrick (McGill- GIC) | Creating Open Data – the Building Canada 2020 Ini...
 
Act 00063 les objets connectés en complément à la géolocalisation
Act 00063 les objets connectés en complément à la géolocalisationAct 00063 les objets connectés en complément à la géolocalisation
Act 00063 les objets connectés en complément à la géolocalisation
 
Act 00085 i towns, nouveau framework pour la visualisation 3d web
Act 00085 i towns, nouveau framework pour la visualisation 3d webAct 00085 i towns, nouveau framework pour la visualisation 3d web
Act 00085 i towns, nouveau framework pour la visualisation 3d web
 
Act 00018 architecture ouverte pour une gestion optimale de l’information géo...
Act 00018 architecture ouverte pour une gestion optimale de l’information géo...Act 00018 architecture ouverte pour une gestion optimale de l’information géo...
Act 00018 architecture ouverte pour une gestion optimale de l’information géo...
 
Présentation du Keynote du jeudi 20 octobre 2016 - M. Paul Ramsey
Présentation du Keynote du jeudi 20 octobre 2016 - M. Paul RamseyPrésentation du Keynote du jeudi 20 octobre 2016 - M. Paul Ramsey
Présentation du Keynote du jeudi 20 octobre 2016 - M. Paul Ramsey
 
Act 00109 géo-trafic la plateforme mobilité temps-réel de la ville de montréal
Act 00109 géo-trafic la plateforme mobilité temps-réel de la ville de montréalAct 00109 géo-trafic la plateforme mobilité temps-réel de la ville de montréal
Act 00109 géo-trafic la plateforme mobilité temps-réel de la ville de montréal
 

Recently uploaded

100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptxAnupama Kate
 
VidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxVidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxolyaivanovalion
 
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
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxolyaivanovalion
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...amitlee9823
 
Data-Analysis for Chicago Crime Data 2023
Data-Analysis for Chicago Crime Data  2023Data-Analysis for Chicago Crime Data  2023
Data-Analysis for Chicago Crime Data 2023ymrp368
 
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
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz1
 
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 nightCheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 nightDelhi Call girls
 
Smarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptxSmarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptxolyaivanovalion
 
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
 
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 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
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxolyaivanovalion
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxolyaivanovalion
 
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779Delhi Call girls
 
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfAccredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfadriantubila
 
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFxolyaivanovalion
 

Recently uploaded (20)

100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx
 
VidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxVidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptx
 
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
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFx
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
 
Data-Analysis for Chicago Crime Data 2023
Data-Analysis for Chicago Crime Data  2023Data-Analysis for Chicago Crime Data  2023
Data-Analysis for Chicago Crime Data 2023
 
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
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signals
 
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 nightCheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
 
Smarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptxSmarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptx
 
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
 
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 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...
 
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
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptx
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptx
 
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
Best VIP Call Girls Noida Sector 39 Call Me: 8448380779
 
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfAccredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
 
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFx
 

Vincent Sarago (Mapbox) | Traitement d’imagerie satellitaires de masse en utilisant les technologies d'infonuagiques