SlideShare una empresa de Scribd logo
1 de 54
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Craig Lawton
Public Sector Solutions Architect
Amazon Web Services
Level 200
Earth on AWS
Next-Generation Open Data Platforms
Dan Getman
Geospatial Big Data Solutions
DigitalGlobe
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Matt Paget
Senior Experimental Scientist
CSIRO
Lachlan Hurst
Senior Software Engineer
Observed Earth
What to Expect from the Session
• Open data on AWS and the advantages of using Amazon S3
• ObservedEarth Developer
• CSIRO & Australian Geoscience Data Cube
• DigitalGlobe & PSMA
Why Does AWS Care About Open Data?
Sharing data on AWS makes it accessible to a large and
growing community of researchers, entrepreneurs,
and enterprises who use the AWS cloud.
“…data must be organised, well-documented,
consistently formatted, and error free. Cleaning
the data is often the most taxing part of data
science, and is frequently 80% of the work.”
- Data Driven by DJ Patil and Hilary Mason
Undifferentiated Heavy Lifting
Traditional Data Acquisition
Data Acquisition in the Cloud
AWS IoT
AWS Snowball
When data is shared in the cloud,
anyone can analyse any volume of
data without needing to download or
store it themselves.
Elevation
Models
Aerial
Imagery
Climate
Models
Satellite
Imagery
High-resolution
Radar
aws.amazon.com/earth
AWS Cloud Credits for Research
provide promotional AWS cloud credits
for anyone to conduct research using
Earth Observation data.
aws.amazon.com/earth/research-credits
Landsat
Landsat 8 satellite Raster data
Landsat on AWS
Amazon
EC2
s3://landsat-pds
.tarUSGS
.tiff
Lambda
Serverless browser interface to
Landsat on AWS
• GDAL – http://www.gdal.org/
• Rasterio –
https://mapbox.github.io/rasterio/
• sat-utils suite –
https://github.com/sat-utils
landsatonaws.com
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Lachlan Hurst
Senior Software Engineer, Observed Earth
Level 200
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
ObservedEarth
Earth Observation Data on your iPhone and iPad
First Came the Data…
Landsat 8
• Multispectral
• 30m resolution
• Global coverage
• Updated every 16 days
• Open data
Landsat on AWS
• 1 million scenes (Feb 2017)
• 800MB per scene
• Updated daily
• Data freely available on S3
Image credit: NASA, GSFC,
Landsat
… then the Idea
ObservedEarth aims to make Landsat data
accessible to everyone.
• Smartphone
• App with access to data
• Build in domain expertise
Little app for a lot of data
User Experience
Filters
Different combinations of Landsat bands
highlight specific attributes
Kati Thanda/Lake Eyre – South Australia
Largest lake in
Australia
• 9500 km2
• 15m below sea level
• Avg 1.5m deep
• Land speed records
Nygan – Regional NSW
Any guesses?
How Does it Work?
GPUs are great for processing raster data
• Landsat data downloaded from S3 read into textures
• ObservedEarth filters implemented as fragment shaders
Reception
Users
• 200000 scenes viewed
• 400GB data downloaded
Media
ObservedEarth: A Talk with its Creator - Q&A with NASA
#Landsaturated - Medium post by Joe Morrison
“. . .a brilliant little tool for
students or anyone interested
in the earth and remote
sensing. Thank you”
“Awesome!! Thank you for your
time. I'm a student, currently
working on landslide hazard ...I
have no words. It is beautiful!”
“Great to play with”
App Store reviews
© 2015, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Matt Paget
Data and Systems for Earth Observation Sciences
CSIRO
Level 200
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Earth Observation and CSIRO analytics
Next-Generation Open Data Platforms
http://map.geo-rapp.org
Our Next Challenge
People expect access to EO data
and products
New EO satellite missions
Will require fundamental changes
to how EO data are analysed
Courtesy of Geoscience Australia
What are (EO) Data Cubes?
• Data Cube = Spatially aligned pixels
ready for analysis
• Proven concept by Geoscience
Australia (GA), the Australian Science
Agency (CSIRO) and a super-
computer facility (NCI)
• Shift in Paradigm ... Pixels vs Files
• Analysis Ready Data (ARD) ...
Reduce processing burden on users
• Supports integration of multiple
datasets.
• Multi-platform … PC, HPC, Cloud TIME
Open Source Software
https://github.com/opendatacube
Data Cubes and AWS
AWS for exploratory analysis
and market access
• Fast, scalable and accessible
• Address multi-platform criteria
New data structures for EO
• Aligned with S3 principles
• Analytics to take advantage of
I/O concurrency, built on new
low-level APIs
• Execution engine exploiting
the cloud
Earth Analytics Industry Hub
Public good component
using free satellite data
• A global network of
interoperable data cubes
Commercial component
• Business processes and engagement to sustain
science and data pipelines
“App Store” of analytics routines
• EO and geoscience researchers delivering to
minerals, agriculture and environment domains
Multi-platform
• Data cube applications work seamlessly across
Cloud, HPC and your desktop
Thank you
Matt Paget matt.paget@csiro.au
Rob Woodcock robert.woodcock@csiro.au
Australian Geoscience Data Cube and the
Open Data Cube Community
• Geoscience Australia
• CSIRO
• National Computational Infrastructure
• Committee on Earth Observing Satellites
• NASA and USGS
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Dan Getman
Geospatial Big Data Solutions, DigitalGlobe
Level 200
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Getting Data Out of Jail
DigitalGlobe’s Geospatial Big Data Platform
DigitalGlobe is…
The market leader in remote sensing.
IKONOS®
.82 meter
resolution
9 m CE90
QuickBird®
.65 meter
resolution
23 m CE90
WorldView-4®
.30 meter
resolution
<3.0 m CE90
WorldView-3®
.30 meter
resolution
<3.0 m CE90
WorldView-2®
.46 meter
resolution
<3.5 m CE90
GeoEye-1®
.46 meter
resolution
<3.5 m CE90
WorldView-1®
.50 meter
resolution
<4 m CE90
CURRENTLY IMAGING IN ORBIT
3,500,000 km2
13,200,000,000,000 pixels
three days
two weeks
three months
16 yr
digital
inventory
Information
Road
Not sure…
Building
Intersection
Tree
Car
Boat
Hotel
1.
Three Trends Working in our Favour
2. hidden layer 1 hidden layer 2 hidden layer 3
Three Trends Working in our Favour
3.
Three Trends Working in our Favour
Open up Geo to world of innovators working on Deep Learning
Solve a new class of problems
to impact business, government, and people
Strategic Approach: Leverage the Ecosystem
Crowdsourcing
Storage Compute
GBDX Ecosystem
GBD Partner
Tools
SWIMMING POOLS
DIGITAL TERRAIN MODEL
ROOF MATERIALS
BUILDING POLYGONS
ROOF COMPLEXITY
TREE HEIGHT
SOLAR PANELS
ROOF HEIGHT
LULC
million square km7.6
24
13
million people
million structures
Scale humans until machines get smarter:
Use humans to create training data
Crowdsourcing
Training and testing set to support
benchmarking and iteration
We have common frameworks to accelerate prototyping
We need a common data set to evaluate performance
Rio Olympics – Origins of SpaceNet
• Governments around the world were
preparing for the upcoming Olympics in
Rio De Janeiro
• Thorough understanding of the
security and safety of the athletes is
front of mind
• Knowledge of high risk areas, traffic
patterns, line-of-sight and overall
structure distribution is critical to ensure
a secure games
- 50cm WV-2 image w/8 spectral bands
- Each image 200m2
- Covering Rio de Janeiro, Brazil
- 7000 Geotiff images
Available for your computing pleasure on
1) Satellite imagery analytics will be way more common in your industry
2) Computer vision tasks are going to change the way we see the world
3) We are going to learn a lot
What You Can Expect
What You Can Do
ObservedEarth app observedearth.com
Australian Geoscience Data Cube: www.datacube.org.au
DigitalGlobe: aws.amazon.com/public-data-sets/spacenet/
developer.digitalglobe.com
Earth on AWS : aws.amazon.com/earth
AWS Open Data & Partners:
aws.amazon.com/government-education/open-data
Thank you!

Más contenido relacionado

La actualidad más candente

Big Data Use Cases and Solutions in the AWS Cloud
Big Data Use Cases and Solutions in the AWS CloudBig Data Use Cases and Solutions in the AWS Cloud
Big Data Use Cases and Solutions in the AWS CloudAmazon Web Services
 
(ISM213) Building and Deploying a Modern Big Data Architecture on AWS
(ISM213) Building and Deploying a Modern Big Data Architecture on AWS(ISM213) Building and Deploying a Modern Big Data Architecture on AWS
(ISM213) Building and Deploying a Modern Big Data Architecture on AWSAmazon Web Services
 
Analysing All Your Streaming Data - Level 300
Analysing All Your Streaming Data - Level 300Analysing All Your Streaming Data - Level 300
Analysing All Your Streaming Data - Level 300Amazon Web Services
 
developmentSEED Presentation for Earth Observation in the Cloud Demo Day
developmentSEED Presentation for Earth Observation in the Cloud Demo DaydevelopmentSEED Presentation for Earth Observation in the Cloud Demo Day
developmentSEED Presentation for Earth Observation in the Cloud Demo DayAmazon Web Services
 
AWS Summit 2013 | Singapore - Big Data Analytics, Presented by AWS, Intel and...
AWS Summit 2013 | Singapore - Big Data Analytics, Presented by AWS, Intel and...AWS Summit 2013 | Singapore - Big Data Analytics, Presented by AWS, Intel and...
AWS Summit 2013 | Singapore - Big Data Analytics, Presented by AWS, Intel and...Amazon Web Services
 
Building your first Data lake platform
Building your first Data lake platform Building your first Data lake platform
Building your first Data lake platform Amazon Web Services
 
Building a Modern Data Architecture on AWS - Webinar
Building a Modern Data Architecture on AWS - WebinarBuilding a Modern Data Architecture on AWS - Webinar
Building a Modern Data Architecture on AWS - WebinarAmazon Web Services
 
Structured, Unstructured and Streaming Big Data on the AWS
Structured, Unstructured and Streaming Big Data on the AWSStructured, Unstructured and Streaming Big Data on the AWS
Structured, Unstructured and Streaming Big Data on the AWSAmazon Web Services
 
Build Data Lakes & Analytics on AWS: Patterns & Best Practices - BDA305 - Ana...
Build Data Lakes & Analytics on AWS: Patterns & Best Practices - BDA305 - Ana...Build Data Lakes & Analytics on AWS: Patterns & Best Practices - BDA305 - Ana...
Build Data Lakes & Analytics on AWS: Patterns & Best Practices - BDA305 - Ana...Amazon Web Services
 
Serverless Analytics with Amazon Redshift Spectrum, AWS Glue, and Amazon Quic...
Serverless Analytics with Amazon Redshift Spectrum, AWS Glue, and Amazon Quic...Serverless Analytics with Amazon Redshift Spectrum, AWS Glue, and Amazon Quic...
Serverless Analytics with Amazon Redshift Spectrum, AWS Glue, and Amazon Quic...Amazon Web Services
 
Best Practices for Building a Data Lake on AWS
Best Practices for Building a Data Lake on AWSBest Practices for Building a Data Lake on AWS
Best Practices for Building a Data Lake on AWSAmazon Web Services
 
Taking the Performance of your Data Warehouse to the Next Level with Amazon R...
Taking the Performance of your Data Warehouse to the Next Level with Amazon R...Taking the Performance of your Data Warehouse to the Next Level with Amazon R...
Taking the Performance of your Data Warehouse to the Next Level with Amazon R...Amazon Web Services
 
Qubole on AWS - White paper
Qubole on AWS - White paper Qubole on AWS - White paper
Qubole on AWS - White paper Vasu S
 
Database and Analytics on the AWS Cloud
Database and Analytics on the AWS CloudDatabase and Analytics on the AWS Cloud
Database and Analytics on the AWS CloudAmazon Web Services
 
BDT201 AWS Data Pipeline - AWS re: Invent 2012
BDT201 AWS Data Pipeline - AWS re: Invent 2012BDT201 AWS Data Pipeline - AWS re: Invent 2012
BDT201 AWS Data Pipeline - AWS re: Invent 2012Amazon Web Services
 
AWS Webcast - Tableau Big Data Solution Showcase
AWS Webcast - Tableau Big Data Solution ShowcaseAWS Webcast - Tableau Big Data Solution Showcase
AWS Webcast - Tableau Big Data Solution ShowcaseAmazon Web Services
 

La actualidad más candente (20)

Big Data Use Cases and Solutions in the AWS Cloud
Big Data Use Cases and Solutions in the AWS CloudBig Data Use Cases and Solutions in the AWS Cloud
Big Data Use Cases and Solutions in the AWS Cloud
 
(ISM213) Building and Deploying a Modern Big Data Architecture on AWS
(ISM213) Building and Deploying a Modern Big Data Architecture on AWS(ISM213) Building and Deploying a Modern Big Data Architecture on AWS
(ISM213) Building and Deploying a Modern Big Data Architecture on AWS
 
Analysing All Your Streaming Data - Level 300
Analysing All Your Streaming Data - Level 300Analysing All Your Streaming Data - Level 300
Analysing All Your Streaming Data - Level 300
 
developmentSEED Presentation for Earth Observation in the Cloud Demo Day
developmentSEED Presentation for Earth Observation in the Cloud Demo DaydevelopmentSEED Presentation for Earth Observation in the Cloud Demo Day
developmentSEED Presentation for Earth Observation in the Cloud Demo Day
 
AWS Big Data Platform
AWS Big Data PlatformAWS Big Data Platform
AWS Big Data Platform
 
AWS Summit 2013 | Singapore - Big Data Analytics, Presented by AWS, Intel and...
AWS Summit 2013 | Singapore - Big Data Analytics, Presented by AWS, Intel and...AWS Summit 2013 | Singapore - Big Data Analytics, Presented by AWS, Intel and...
AWS Summit 2013 | Singapore - Big Data Analytics, Presented by AWS, Intel and...
 
Building your first Data lake platform
Building your first Data lake platform Building your first Data lake platform
Building your first Data lake platform
 
Building a Modern Data Architecture on AWS - Webinar
Building a Modern Data Architecture on AWS - WebinarBuilding a Modern Data Architecture on AWS - Webinar
Building a Modern Data Architecture on AWS - Webinar
 
Structured, Unstructured and Streaming Big Data on the AWS
Structured, Unstructured and Streaming Big Data on the AWSStructured, Unstructured and Streaming Big Data on the AWS
Structured, Unstructured and Streaming Big Data on the AWS
 
Build Data Lakes & Analytics on AWS: Patterns & Best Practices - BDA305 - Ana...
Build Data Lakes & Analytics on AWS: Patterns & Best Practices - BDA305 - Ana...Build Data Lakes & Analytics on AWS: Patterns & Best Practices - BDA305 - Ana...
Build Data Lakes & Analytics on AWS: Patterns & Best Practices - BDA305 - Ana...
 
Serverless Analytics with Amazon Redshift Spectrum, AWS Glue, and Amazon Quic...
Serverless Analytics with Amazon Redshift Spectrum, AWS Glue, and Amazon Quic...Serverless Analytics with Amazon Redshift Spectrum, AWS Glue, and Amazon Quic...
Serverless Analytics with Amazon Redshift Spectrum, AWS Glue, and Amazon Quic...
 
Best Practices for Building a Data Lake on AWS
Best Practices for Building a Data Lake on AWSBest Practices for Building a Data Lake on AWS
Best Practices for Building a Data Lake on AWS
 
Taking the Performance of your Data Warehouse to the Next Level with Amazon R...
Taking the Performance of your Data Warehouse to the Next Level with Amazon R...Taking the Performance of your Data Warehouse to the Next Level with Amazon R...
Taking the Performance of your Data Warehouse to the Next Level with Amazon R...
 
BDA304 Data-Driven Post Mortems
BDA304 Data-Driven Post MortemsBDA304 Data-Driven Post Mortems
BDA304 Data-Driven Post Mortems
 
Qubole on AWS - White paper
Qubole on AWS - White paper Qubole on AWS - White paper
Qubole on AWS - White paper
 
Database and Analytics on the AWS Cloud
Database and Analytics on the AWS CloudDatabase and Analytics on the AWS Cloud
Database and Analytics on the AWS Cloud
 
BDT201 AWS Data Pipeline - AWS re: Invent 2012
BDT201 AWS Data Pipeline - AWS re: Invent 2012BDT201 AWS Data Pipeline - AWS re: Invent 2012
BDT201 AWS Data Pipeline - AWS re: Invent 2012
 
Aws meetup 20190427
Aws meetup 20190427Aws meetup 20190427
Aws meetup 20190427
 
AWS Webcast - Tableau Big Data Solution Showcase
AWS Webcast - Tableau Big Data Solution ShowcaseAWS Webcast - Tableau Big Data Solution Showcase
AWS Webcast - Tableau Big Data Solution Showcase
 
Big data on aws
Big data on awsBig data on aws
Big data on aws
 

Similar a Earth on AWS - Next-Generation Open Data Platforms

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
 
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
 
Big Data Analytics Strategy and Roadmap
Big Data Analytics Strategy and RoadmapBig Data Analytics Strategy and Roadmap
Big Data Analytics Strategy and RoadmapSrinath Perera
 
Modernizing upstream workflows with aws storage - john mallory
Modernizing upstream workflows with aws storage -  john malloryModernizing upstream workflows with aws storage -  john mallory
Modernizing upstream workflows with aws storage - john malloryAmazon Web Services
 
(ENT221) Transforming Government through Technology | AWS re:Invent 2014
(ENT221) Transforming Government through Technology | AWS re:Invent 2014(ENT221) Transforming Government through Technology | AWS re:Invent 2014
(ENT221) Transforming Government through Technology | AWS re:Invent 2014Amazon Web Services
 
Transitioning Geoscience Research to the Cloud: Opportunities and Challenges
Transitioning Geoscience Research to the Cloud: Opportunities and ChallengesTransitioning Geoscience Research to the Cloud: Opportunities and Challenges
Transitioning Geoscience Research to the Cloud: Opportunities and ChallengesAmazon Web Services
 
Using the Open Science Data Cloud for Data Science Research
Using the Open Science Data Cloud for Data Science ResearchUsing the Open Science Data Cloud for Data Science Research
Using the Open Science Data Cloud for Data Science ResearchRobert Grossman
 
Evolving Storage and Cyber Infrastructure at the NASA Center for Climate Simu...
Evolving Storage and Cyber Infrastructure at the NASA Center for Climate Simu...Evolving Storage and Cyber Infrastructure at the NASA Center for Climate Simu...
Evolving Storage and Cyber Infrastructure at the NASA Center for Climate Simu...inside-BigData.com
 
High-performance database technology for rock-solid IoT solutions
High-performance database technology for rock-solid IoT solutionsHigh-performance database technology for rock-solid IoT solutions
High-performance database technology for rock-solid IoT solutionsClusterpoint
 
#EarthOnAWS: How the Cloud Is Transforming Earth Observation | AWS Public Sec...
#EarthOnAWS: How the Cloud Is Transforming Earth Observation | AWS Public Sec...#EarthOnAWS: How the Cloud Is Transforming Earth Observation | AWS Public Sec...
#EarthOnAWS: How the Cloud Is Transforming Earth Observation | AWS Public Sec...Amazon Web Services
 
Big Data in Action : Operations, Analytics and more
Big Data in Action : Operations, Analytics and moreBig Data in Action : Operations, Analytics and more
Big Data in Action : Operations, Analytics and moreSoftweb Solutions
 
BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...
BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...
BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...Alex Liu
 
Geospatial Intelligence Middle East 2013_Big Data_Steven Ramage
Geospatial Intelligence Middle East 2013_Big Data_Steven RamageGeospatial Intelligence Middle East 2013_Big Data_Steven Ramage
Geospatial Intelligence Middle East 2013_Big Data_Steven RamageSteven Ramage
 
Research issues in the big data and its Challenges
Research issues in the big data and its ChallengesResearch issues in the big data and its Challenges
Research issues in the big data and its ChallengesKathirvel Ayyaswamy
 

Similar a Earth on AWS - Next-Generation Open Data Platforms (20)

Unlocking Open Data in the Cloud
Unlocking Open Data in the CloudUnlocking Open Data in the Cloud
Unlocking Open Data in the Cloud
 
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?
 
Data-Driven Civic Innovation
Data-Driven Civic InnovationData-Driven Civic Innovation
Data-Driven Civic Innovation
 
Big Data Analytics Strategy and Roadmap
Big Data Analytics Strategy and RoadmapBig Data Analytics Strategy and Roadmap
Big Data Analytics Strategy and Roadmap
 
Big Data on The Cloud
Big Data on The CloudBig Data on The Cloud
Big Data on The Cloud
 
Modernizing upstream workflows with aws storage - john mallory
Modernizing upstream workflows with aws storage -  john malloryModernizing upstream workflows with aws storage -  john mallory
Modernizing upstream workflows with aws storage - john mallory
 
(ENT221) Transforming Government through Technology | AWS re:Invent 2014
(ENT221) Transforming Government through Technology | AWS re:Invent 2014(ENT221) Transforming Government through Technology | AWS re:Invent 2014
(ENT221) Transforming Government through Technology | AWS re:Invent 2014
 
Transitioning Geoscience Research to the Cloud: Opportunities and Challenges
Transitioning Geoscience Research to the Cloud: Opportunities and ChallengesTransitioning Geoscience Research to the Cloud: Opportunities and Challenges
Transitioning Geoscience Research to the Cloud: Opportunities and Challenges
 
Using the Open Science Data Cloud for Data Science Research
Using the Open Science Data Cloud for Data Science ResearchUsing the Open Science Data Cloud for Data Science Research
Using the Open Science Data Cloud for Data Science Research
 
Evolving Storage and Cyber Infrastructure at the NASA Center for Climate Simu...
Evolving Storage and Cyber Infrastructure at the NASA Center for Climate Simu...Evolving Storage and Cyber Infrastructure at the NASA Center for Climate Simu...
Evolving Storage and Cyber Infrastructure at the NASA Center for Climate Simu...
 
High-performance database technology for rock-solid IoT solutions
High-performance database technology for rock-solid IoT solutionsHigh-performance database technology for rock-solid IoT solutions
High-performance database technology for rock-solid IoT solutions
 
afternoon3.pdf
afternoon3.pdfafternoon3.pdf
afternoon3.pdf
 
#EarthOnAWS: How the Cloud Is Transforming Earth Observation | AWS Public Sec...
#EarthOnAWS: How the Cloud Is Transforming Earth Observation | AWS Public Sec...#EarthOnAWS: How the Cloud Is Transforming Earth Observation | AWS Public Sec...
#EarthOnAWS: How the Cloud Is Transforming Earth Observation | AWS Public Sec...
 
Big Data in Action : Operations, Analytics and more
Big Data in Action : Operations, Analytics and moreBig Data in Action : Operations, Analytics and more
Big Data in Action : Operations, Analytics and more
 
Internet of Things
Internet of ThingsInternet of Things
Internet of Things
 
BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...
BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...
BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...
 
Big Data
Big Data Big Data
Big Data
 
Geospatial Intelligence Middle East 2013_Big Data_Steven Ramage
Geospatial Intelligence Middle East 2013_Big Data_Steven RamageGeospatial Intelligence Middle East 2013_Big Data_Steven Ramage
Geospatial Intelligence Middle East 2013_Big Data_Steven Ramage
 
Research issues in the big data and its Challenges
Research issues in the big data and its ChallengesResearch issues in the big data and its Challenges
Research issues in the big data and its Challenges
 
AWS Storage State of the Union
AWS Storage State of the UnionAWS Storage State of the Union
AWS Storage State of the Union
 

Más de Amazon Web Services

Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Amazon Web Services
 
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Amazon Web Services
 
Esegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateEsegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateAmazon Web Services
 
Costruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSCostruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSAmazon Web Services
 
Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Amazon Web Services
 
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Amazon Web Services
 
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...Amazon Web Services
 
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsMicrosoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsAmazon Web Services
 
Database Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareDatabase Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareAmazon Web Services
 
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSCrea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSAmazon Web Services
 
API moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAPI moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAmazon Web Services
 
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareDatabase Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareAmazon Web Services
 
Tools for building your MVP on AWS
Tools for building your MVP on AWSTools for building your MVP on AWS
Tools for building your MVP on AWSAmazon Web Services
 
How to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckHow to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckAmazon Web Services
 
Building a web application without servers
Building a web application without serversBuilding a web application without servers
Building a web application without serversAmazon Web Services
 
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...Amazon Web Services
 
Introduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceIntroduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceAmazon Web Services
 

Más de Amazon Web Services (20)

Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
 
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
 
Esegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateEsegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS Fargate
 
Costruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSCostruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWS
 
Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot
 
Open banking as a service
Open banking as a serviceOpen banking as a service
Open banking as a service
 
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
 
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
 
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsMicrosoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
 
Computer Vision con AWS
Computer Vision con AWSComputer Vision con AWS
Computer Vision con AWS
 
Database Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareDatabase Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatare
 
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSCrea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
 
API moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAPI moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e web
 
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareDatabase Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
 
Tools for building your MVP on AWS
Tools for building your MVP on AWSTools for building your MVP on AWS
Tools for building your MVP on AWS
 
How to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckHow to Build a Winning Pitch Deck
How to Build a Winning Pitch Deck
 
Building a web application without servers
Building a web application without serversBuilding a web application without servers
Building a web application without servers
 
Fundraising Essentials
Fundraising EssentialsFundraising Essentials
Fundraising Essentials
 
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
 
Introduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceIntroduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container Service
 

Último

2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native ApplicationsWSO2
 
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusExploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusZilliz
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Zilliz
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...apidays
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businesspanagenda
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxRustici Software
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsNanddeep Nachan
 
Spring Boot vs Quarkus the ultimate battle - DevoxxUK
Spring Boot vs Quarkus the ultimate battle - DevoxxUKSpring Boot vs Quarkus the ultimate battle - DevoxxUK
Spring Boot vs Quarkus the ultimate battle - DevoxxUKJago de Vreede
 
CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In PakistanCNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistandanishmna97
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamUiPathCommunity
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024The Digital Insurer
 
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Victor Rentea
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Jeffrey Haguewood
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...apidays
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 

Último (20)

2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusExploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with Milvus
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
Spring Boot vs Quarkus the ultimate battle - DevoxxUK
Spring Boot vs Quarkus the ultimate battle - DevoxxUKSpring Boot vs Quarkus the ultimate battle - DevoxxUK
Spring Boot vs Quarkus the ultimate battle - DevoxxUK
 
CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In PakistanCNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistan
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024
 
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 

Earth on AWS - Next-Generation Open Data Platforms

  • 1. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Craig Lawton Public Sector Solutions Architect Amazon Web Services Level 200 Earth on AWS Next-Generation Open Data Platforms Dan Getman Geospatial Big Data Solutions DigitalGlobe © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Matt Paget Senior Experimental Scientist CSIRO Lachlan Hurst Senior Software Engineer Observed Earth
  • 2. What to Expect from the Session • Open data on AWS and the advantages of using Amazon S3 • ObservedEarth Developer • CSIRO & Australian Geoscience Data Cube • DigitalGlobe & PSMA
  • 3. Why Does AWS Care About Open Data? Sharing data on AWS makes it accessible to a large and growing community of researchers, entrepreneurs, and enterprises who use the AWS cloud.
  • 4. “…data must be organised, well-documented, consistently formatted, and error free. Cleaning the data is often the most taxing part of data science, and is frequently 80% of the work.” - Data Driven by DJ Patil and Hilary Mason Undifferentiated Heavy Lifting
  • 5. Traditional Data Acquisition Data Acquisition in the Cloud AWS IoT AWS Snowball
  • 6. When data is shared in the cloud, anyone can analyse any volume of data without needing to download or store it themselves.
  • 8. AWS Cloud Credits for Research provide promotional AWS cloud credits for anyone to conduct research using Earth Observation data. aws.amazon.com/earth/research-credits
  • 11. Serverless browser interface to Landsat on AWS • GDAL – http://www.gdal.org/ • Rasterio – https://mapbox.github.io/rasterio/ • sat-utils suite – https://github.com/sat-utils landsatonaws.com
  • 12. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Lachlan Hurst Senior Software Engineer, Observed Earth Level 200 © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. ObservedEarth Earth Observation Data on your iPhone and iPad
  • 13. First Came the Data… Landsat 8 • Multispectral • 30m resolution • Global coverage • Updated every 16 days • Open data Landsat on AWS • 1 million scenes (Feb 2017) • 800MB per scene • Updated daily • Data freely available on S3 Image credit: NASA, GSFC, Landsat
  • 14. … then the Idea ObservedEarth aims to make Landsat data accessible to everyone. • Smartphone • App with access to data • Build in domain expertise Little app for a lot of data
  • 16. Filters Different combinations of Landsat bands highlight specific attributes
  • 17. Kati Thanda/Lake Eyre – South Australia Largest lake in Australia • 9500 km2 • 15m below sea level • Avg 1.5m deep • Land speed records
  • 18. Nygan – Regional NSW Any guesses?
  • 19. How Does it Work? GPUs are great for processing raster data • Landsat data downloaded from S3 read into textures • ObservedEarth filters implemented as fragment shaders
  • 20. Reception Users • 200000 scenes viewed • 400GB data downloaded Media ObservedEarth: A Talk with its Creator - Q&A with NASA #Landsaturated - Medium post by Joe Morrison “. . .a brilliant little tool for students or anyone interested in the earth and remote sensing. Thank you” “Awesome!! Thank you for your time. I'm a student, currently working on landslide hazard ...I have no words. It is beautiful!” “Great to play with” App Store reviews
  • 21. © 2015, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Matt Paget Data and Systems for Earth Observation Sciences CSIRO Level 200 © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Earth Observation and CSIRO analytics Next-Generation Open Data Platforms
  • 23.
  • 24. Our Next Challenge People expect access to EO data and products New EO satellite missions Will require fundamental changes to how EO data are analysed Courtesy of Geoscience Australia
  • 25. What are (EO) Data Cubes? • Data Cube = Spatially aligned pixels ready for analysis • Proven concept by Geoscience Australia (GA), the Australian Science Agency (CSIRO) and a super- computer facility (NCI) • Shift in Paradigm ... Pixels vs Files • Analysis Ready Data (ARD) ... Reduce processing burden on users • Supports integration of multiple datasets. • Multi-platform … PC, HPC, Cloud TIME Open Source Software https://github.com/opendatacube
  • 26. Data Cubes and AWS AWS for exploratory analysis and market access • Fast, scalable and accessible • Address multi-platform criteria New data structures for EO • Aligned with S3 principles • Analytics to take advantage of I/O concurrency, built on new low-level APIs • Execution engine exploiting the cloud
  • 27. Earth Analytics Industry Hub Public good component using free satellite data • A global network of interoperable data cubes Commercial component • Business processes and engagement to sustain science and data pipelines “App Store” of analytics routines • EO and geoscience researchers delivering to minerals, agriculture and environment domains Multi-platform • Data cube applications work seamlessly across Cloud, HPC and your desktop
  • 28. Thank you Matt Paget matt.paget@csiro.au Rob Woodcock robert.woodcock@csiro.au Australian Geoscience Data Cube and the Open Data Cube Community • Geoscience Australia • CSIRO • National Computational Infrastructure • Committee on Earth Observing Satellites • NASA and USGS
  • 29. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Dan Getman Geospatial Big Data Solutions, DigitalGlobe Level 200 © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Getting Data Out of Jail DigitalGlobe’s Geospatial Big Data Platform
  • 30. DigitalGlobe is… The market leader in remote sensing. IKONOS® .82 meter resolution 9 m CE90 QuickBird® .65 meter resolution 23 m CE90 WorldView-4® .30 meter resolution <3.0 m CE90 WorldView-3® .30 meter resolution <3.0 m CE90 WorldView-2® .46 meter resolution <3.5 m CE90 GeoEye-1® .46 meter resolution <3.5 m CE90 WorldView-1® .50 meter resolution <4 m CE90 CURRENTLY IMAGING IN ORBIT
  • 36.
  • 38. 1. Three Trends Working in our Favour
  • 39. 2. hidden layer 1 hidden layer 2 hidden layer 3 Three Trends Working in our Favour
  • 40. 3. Three Trends Working in our Favour
  • 41. Open up Geo to world of innovators working on Deep Learning Solve a new class of problems to impact business, government, and people
  • 42. Strategic Approach: Leverage the Ecosystem Crowdsourcing
  • 44. SWIMMING POOLS DIGITAL TERRAIN MODEL ROOF MATERIALS BUILDING POLYGONS ROOF COMPLEXITY TREE HEIGHT SOLAR PANELS ROOF HEIGHT LULC
  • 45. million square km7.6 24 13 million people million structures
  • 46. Scale humans until machines get smarter: Use humans to create training data Crowdsourcing
  • 47. Training and testing set to support benchmarking and iteration
  • 48. We have common frameworks to accelerate prototyping We need a common data set to evaluate performance
  • 49. Rio Olympics – Origins of SpaceNet • Governments around the world were preparing for the upcoming Olympics in Rio De Janeiro • Thorough understanding of the security and safety of the athletes is front of mind • Knowledge of high risk areas, traffic patterns, line-of-sight and overall structure distribution is critical to ensure a secure games
  • 50.
  • 51. - 50cm WV-2 image w/8 spectral bands - Each image 200m2 - Covering Rio de Janeiro, Brazil - 7000 Geotiff images Available for your computing pleasure on
  • 52. 1) Satellite imagery analytics will be way more common in your industry 2) Computer vision tasks are going to change the way we see the world 3) We are going to learn a lot What You Can Expect
  • 53. What You Can Do ObservedEarth app observedearth.com Australian Geoscience Data Cube: www.datacube.org.au DigitalGlobe: aws.amazon.com/public-data-sets/spacenet/ developer.digitalglobe.com Earth on AWS : aws.amazon.com/earth AWS Open Data & Partners: aws.amazon.com/government-education/open-data