SlideShare a Scribd company logo
1 of 85
Download to read offline
SPACE TECH - FUTURE TRENDS
alex@thealeph.com
HELLO MY NAME IS...
http://www.slideshare.net/thealeph Alex Barrera (@abarrera)
What is Space Tech?
Satellites
Satellites
Large satellite (>1000 kg)
Medium satellite (500 to 1000 kg)
Minisatellite (100–500 kg)
Microsatellite (10–100 kg)
Nanosatellite (1–10 kg) - Cubesats
Picosatellite (0.1–1 kg)
Femtosatellite (0.01–0.1 kg)
Satellites
1) Suborbital -> Balloons
2) Low Earth Orbit (LEO) (500 Km - 2.000 Km)
3) Medium Earth Orbit (MEO) (2.000 Km - 35.000 Km)
4) High Earth Orbit (> 36.000 Km) (HEO/ GEO)
Transportation
Earth - Orbit
Transportation
Earth - Orbit (reusable)
In-orbit
Communications
Communications
Communications
Source: Mynaric laser satellite to satellite concept
Servicing
Servicing
Source: OrbitFab concept
Energy
Data Analysis
Source: Sentinel-2 Chernobyl wild fires (April 14th 2020)
Why now?
Source: https://alen.space/basic-guide-nanosatellites/
Cheap satellites
Cheap satellites
Cheap satellites
$10.000 - $500.000
Starlink ~$300.000
Cheap launchers
Cheap launchers
Source: 2020 Nano/Microsatellite Market Forecast,10th edition.SpaceWorks 2020
“
India’s finance minister Nirmala Sitharaman announced last week that India’s
private sector will play a key role in augmenting India’s space programme, and
that the government intends to share the facilities of the Indian Space
Research Organisation (ISRO) with the private sector. 
India’s status?
Source: https://science.thewire.in/space/nirmala-sitharaman-indian-space-programme-isro-private-sector/ (May 22nd 2020)
“
India’s finance minister Nirmala Sitharaman announced last week that India’s
private sector will play a key role in augmenting India’s space programme, and
that the government intends to share the facilities of the Indian Space
Research Organisation (ISRO) with the private sector. 
India’s status?
Jeff Bezos’ Blue Origin, Elon Musk’s SpaceX and start-ups from China want a
share of the global commercial market, estimated to be worth around $350
billion (Rs 26.46 lakh crore). If ISRO does not improve its launch infrastructure
and increase the number of launches, it will be at a disadvantage.
Source: https://science.thewire.in/space/nirmala-sitharaman-indian-space-programme-isro-private-sector/ (May 22nd 2020)
Cheap launchers
$40.000 - $220.000 per Kg/U
Why now?
Source: Benchmark of Satellites Image Services for Precision Agricultural use. Marco M.Sozzi,Jul 2018
Data Analysis
Satellite
Constellation
Image broker Analysis company
Data Analysis
Satellite
Constellation
Image broker Analysis company
Vertical integration
Data Analysis
Satellite
Constellation
Image broker Analysis company
Horizontal integration
Data Analysis - Optical (Multispectral Imagery)
Source: GOES-16 day cloud phase distinction RGB imagery.Feb 2020.NOAA
Data Analysis - Radio Frequency Signal Geolocation
Source: https://www.he360.com/hawkeye-360-reveals-chinese-vessel-activity-plummeted-following-covid-19-outbreak/ (April 15th 2020)
Data Analysis - Radio Frequency Signal Geolocation
Source: https://www.he360.com/hawkeye-360-reveals-chinese-vessel-activity-plummeted-following-covid-19-outbreak/ (April 15th 2020)
Data Analysis - Radio Frequency Signal Geolocation
Source: https://www.he360.com/hawkeye-360-reveals-chinese-vessel-activity-plummeted-following-covid-19-outbreak/ (April 15th 2020)
Data Analysis - Radio Frequency Signal Geolocation
Source: https://www.he360.com/hawkeye-360-reveals-chinese-vessel-activity-plummeted-following-covid-19-outbreak/ (April 15th 2020)
Data Analysis - Radio Frequency Signal Geolocation
Source: https://www.he360.com/hawkeye-360-reveals-chinese-vessel-activity-plummeted-following-covid-19-outbreak/ (April 15th 2020)
Data Analysis - Radio Frequency Signal Geolocation
Source: https://www.he360.com/hawkeye-360-reveals-chinese-vessel-activity-plummeted-following-covid-19-outbreak/ (April 15th 2020)
Data Analysis - Synthetic-Aperture Radar (SAR)
Source: ICEYE’s satellite ICEYE-X2,showing the Natural Parks Aralar and Aizkorri-Aratz of Spain on December 7,2018
Data Analysis
Source: Detection of Archaeological Looting from Space: Methods,Achievements and Challenges. Oct 2019.
Data Analysis
1) Spatial Resolution
2) Revisit time
3) Scene Size
Source: DigitalGlobe 30cm spatial resolution image
Data Analysis - Spatial Resolution
Ground Sample Distance (GSD)

Low resolution: > 300m 
Medium: 30m - 300m
High: 5m - 30m
Very High (VHR): <5m
Very Very High: <1m
Best commercial: 30cm
Data Analysis - Spatial Resolution
10m < 5m
Data Analysis - Revisit time
Source: Detection of Archaeological Looting from Space: Methods,Achievements and Challenges. Oct 2019.
Source: Detection of Archaeological Looting from Space: Methods,Achievements and Challenges. Oct 2019.
Data Analysis - Revisit time
Source: Different acquisition strategies using the agility of an EO satellite (Pleaides User Guide)
Data Analysis - Revisit time
Data Analysis - Scene Size (Swath)
Source: Overview of the Advanced Land Observing Satellite-4 (ALOS-4) Mission
Skysat (5m): 250Mb (25 Km2)
Planetscope (3m): 500Mb (25 Km2)
Data Analysis
1) Government accountability
2) Financial markets
3) Retail
5) Epidemiologists
5) Insurance
OBJECT ANALYSIS vs CHANGE ANALYSIS
Data Analysis - Accountability
Source: Sentinel-2 Chernobyl wild fires (April 14th 2020)
Source: Sentinel NO2 emissions (April 13th 2020)
Data Analysis - Accountability
Source: Cambodia rubber plantations (2001 -2016) NASA
Data Analysis - Accountability
Data Analysis - Accountability
Source: Palm Oil deforestation in Malaysia.SpaceKnow Analytics.
Source: Central African Migration Camps in Gedo,Somalia.SpaceKnow Analytics.
Data Analysis - Accountability
Data Analysis - Financial markets
Data Analysis - Financial markets
Data Analysis - Financial markets
Data Analysis - Financial markets
Data Analysis - Financial markets
Data Analysis - Financial markets
Data Analysis - Financial markets
Data Analysis - Financial markets
Data Analysis - Retail
Data Analysis - Retail
Source: Disneyland Car Lot.Anaheim,CA.SpaceKnow Analytics.
Data Analysis - Retail
Source: Aircraft activity in El Prat,Barcelona Airport.SpaceKnow Analytics.
Data Analysis - Retail
Source: Construction rates monitoring via shadow detection.Orbital Insight
Data Analysis - Retail
Source: Swimming pool detection.SpaceKnow Analytics.
Data Analysis - Insurance
Data Analysis - Insurance claims
Data Analysis - Insurance risk assessment
Flood map
Source: Flood extent over one area of Calgary city in 2016.ICEYE
Data Analysis - Insurance risk assessment
Data Analysis - Insurance construction progress
Data Analysis - Renewable Energy
Source: Solar Energy in Dubai,UAE.SpaceKnow Analytics.
Data Analysis - Renewable Energy
Source: Heatmap of U.S.model predictions with California and North Carolina lit up.Using Satellites to Track Solar Farm Growth.
Medium. Aug 2019.
Data Analysis - Epidemiologist
Data Analysis - AI detections
Data Analysis
Data Analysis - ML Models
Source: Unearthing Value in Planet Data: Bridging the Gap Between Geospatial Data and Machine Learning.Planet Labs.
Medium. Jan 2020.
Data Analysis - ML Models (labelling)
(a) Labels generated by experts for validation. (b) Predictions from the Khartoum Model.
(c) Predictions from Kumasi Model. (d) Predictions from Khartoum Model retrained in Kumasi with 10K steps.
Source: Regional Training Data are Essential for Building Accurate Machine Learning Models.Medium.Mar 30th 2020.
Data Analysis - ML Models (data)
Volume of data in the EOSDIS archive (blue area) is expected to grow dramatically, accompanied
by an order of magnitude increase in the rate of data ingest (orange area). 
Source: NASA EOSDIS graphic. Mar 2020.
Source: Making multi-source geospatial imagery useful for Machine Learning.Planet Labs.Medium. Jul 2019.
Data Analysis - ML Models (data preparation)
Data Analysis - ARD Data Cubes
Source: European Data Cube Facility service.ESA. May 2019.
Source: What is the Open Data Cube?.OpenDataCube.Medium. Ago 2018.
Data Cube as a Service
Data Analysis - ARD Data Cubes
Data Analysis - Data Cube Catalogue
Source: https://earthondemand.astraea.earth/
Future Trends: Artificial Intelligence beyond data
Manufacturing Smart communications Constellation coordination
Satellite collision Debris prediction Failure prediction
Future Trends: Artificial Intelligence beyond data
Cybersecurity
Future Trends: Artificial Intelligence beyond data
Satellite Imagery Search engine
Covid-19?
Disruption to supply lines
Shrinking National Space budgets
Potential bankruptcy of corporate backers
Some launches on-hold (lack of personnel)
Space procurements critical for national security
Working exceptions for several companies
http://www.slideshare.net/thealeph Alex Barrera (@abarrera)
THANK YOU
Alex Barrera
alex@thealeph.com

More Related Content

What's hot

Nano and Micro-satellite Market assessment_2014
Nano and Micro-satellite Market assessment_2014Nano and Micro-satellite Market assessment_2014
Nano and Micro-satellite Market assessment_2014Prateep Basu
 
How to use NCI's national repository of big spatial data collections
How to use NCI's national repository of big spatial data collectionsHow to use NCI's national repository of big spatial data collections
How to use NCI's national repository of big spatial data collectionsARDC
 
Flight trials for greener aviation set for take off
Flight trials for greener aviation set for take offFlight trials for greener aviation set for take off
Flight trials for greener aviation set for take offTJR Global
 
Data analytics space final
Data analytics  space finalData analytics  space final
Data analytics space finalM S Prasad
 
Space Works Nano Microsatellite Market forecast 2016
Space Works Nano Microsatellite Market forecast 2016Space Works Nano Microsatellite Market forecast 2016
Space Works Nano Microsatellite Market forecast 2016Dmitry Tseitlin
 
GI2015 ppt hladikova copernicus_agriculture_forestry_lh
GI2015 ppt hladikova copernicus_agriculture_forestry_lhGI2015 ppt hladikova copernicus_agriculture_forestry_lh
GI2015 ppt hladikova copernicus_agriculture_forestry_lhIGN Vorstand
 
Goddard View Volume 3 Issue 16
Goddard View Volume 3 Issue 16Goddard View Volume 3 Issue 16
Goddard View Volume 3 Issue 16Alana Alsop, PMP
 
J.Otero Presentation MHM
J.Otero Presentation MHMJ.Otero Presentation MHM
J.Otero Presentation MHMJulia E. Otero
 
Introduction to TLS Applications Presentation
Introduction to TLS Applications PresentationIntroduction to TLS Applications Presentation
Introduction to TLS Applications PresentationSERC at Carleton College
 
Simultaneous Localization and Mapping for Pedestrians using Distortions of th...
Simultaneous Localization and Mapping for Pedestrians using Distortions of th...Simultaneous Localization and Mapping for Pedestrians using Distortions of th...
Simultaneous Localization and Mapping for Pedestrians using Distortions of th...patrickrobertson
 
AWS Customer Presentation - NASA JPL
AWS Customer Presentation - NASA JPLAWS Customer Presentation - NASA JPL
AWS Customer Presentation - NASA JPLAmazon Web Services
 
Comparison and integration of spaceborne optical and radar data for mapping i...
Comparison and integration of spaceborne optical and radar data for mapping i...Comparison and integration of spaceborne optical and radar data for mapping i...
Comparison and integration of spaceborne optical and radar data for mapping i...rsmahabir
 
Google Techtalk 2006
Google Techtalk 2006Google Techtalk 2006
Google Techtalk 2006Alberto Conti
 
Provenance Aware Linked Sensor Data
Provenance Aware Linked Sensor DataProvenance Aware Linked Sensor Data
Provenance Aware Linked Sensor DataHarshal Patni
 
Foing vienna astromoon galaxy forum 18 sept 2020
Foing vienna astromoon galaxy forum 18 sept 2020Foing vienna astromoon galaxy forum 18 sept 2020
Foing vienna astromoon galaxy forum 18 sept 2020ILOAHawaii
 
The Large Interferometer For Exoplanets (LIFE): the science of characterising...
The Large Interferometer For Exoplanets (LIFE): the science of characterising...The Large Interferometer For Exoplanets (LIFE): the science of characterising...
The Large Interferometer For Exoplanets (LIFE): the science of characterising...Advanced-Concepts-Team
 

What's hot (19)

Nano and Micro-satellite Market assessment_2014
Nano and Micro-satellite Market assessment_2014Nano and Micro-satellite Market assessment_2014
Nano and Micro-satellite Market assessment_2014
 
How to use NCI's national repository of big spatial data collections
How to use NCI's national repository of big spatial data collectionsHow to use NCI's national repository of big spatial data collections
How to use NCI's national repository of big spatial data collections
 
Flight trials for greener aviation set for take off
Flight trials for greener aviation set for take offFlight trials for greener aviation set for take off
Flight trials for greener aviation set for take off
 
Data analytics space final
Data analytics  space finalData analytics  space final
Data analytics space final
 
GIS Research at UCL
GIS Research at UCLGIS Research at UCL
GIS Research at UCL
 
Space Works Nano Microsatellite Market forecast 2016
Space Works Nano Microsatellite Market forecast 2016Space Works Nano Microsatellite Market forecast 2016
Space Works Nano Microsatellite Market forecast 2016
 
GI2015 ppt hladikova copernicus_agriculture_forestry_lh
GI2015 ppt hladikova copernicus_agriculture_forestry_lhGI2015 ppt hladikova copernicus_agriculture_forestry_lh
GI2015 ppt hladikova copernicus_agriculture_forestry_lh
 
Atmospheric Physics Group Open Data (GFA Open Data): Meteorological data and ...
Atmospheric Physics Group Open Data (GFA Open Data): Meteorological data and ...Atmospheric Physics Group Open Data (GFA Open Data): Meteorological data and ...
Atmospheric Physics Group Open Data (GFA Open Data): Meteorological data and ...
 
Goddard View Volume 3 Issue 16
Goddard View Volume 3 Issue 16Goddard View Volume 3 Issue 16
Goddard View Volume 3 Issue 16
 
J.Otero Presentation MHM
J.Otero Presentation MHMJ.Otero Presentation MHM
J.Otero Presentation MHM
 
Introduction to TLS Applications Presentation
Introduction to TLS Applications PresentationIntroduction to TLS Applications Presentation
Introduction to TLS Applications Presentation
 
Simultaneous Localization and Mapping for Pedestrians using Distortions of th...
Simultaneous Localization and Mapping for Pedestrians using Distortions of th...Simultaneous Localization and Mapping for Pedestrians using Distortions of th...
Simultaneous Localization and Mapping for Pedestrians using Distortions of th...
 
AWS Customer Presentation - NASA JPL
AWS Customer Presentation - NASA JPLAWS Customer Presentation - NASA JPL
AWS Customer Presentation - NASA JPL
 
Comparison and integration of spaceborne optical and radar data for mapping i...
Comparison and integration of spaceborne optical and radar data for mapping i...Comparison and integration of spaceborne optical and radar data for mapping i...
Comparison and integration of spaceborne optical and radar data for mapping i...
 
Google Techtalk 2006
Google Techtalk 2006Google Techtalk 2006
Google Techtalk 2006
 
Linked Sensor Data
Linked Sensor DataLinked Sensor Data
Linked Sensor Data
 
Provenance Aware Linked Sensor Data
Provenance Aware Linked Sensor DataProvenance Aware Linked Sensor Data
Provenance Aware Linked Sensor Data
 
Foing vienna astromoon galaxy forum 18 sept 2020
Foing vienna astromoon galaxy forum 18 sept 2020Foing vienna astromoon galaxy forum 18 sept 2020
Foing vienna astromoon galaxy forum 18 sept 2020
 
The Large Interferometer For Exoplanets (LIFE): the science of characterising...
The Large Interferometer For Exoplanets (LIFE): the science of characterising...The Large Interferometer For Exoplanets (LIFE): the science of characterising...
The Large Interferometer For Exoplanets (LIFE): the science of characterising...
 

Similar to Space Tech - Future Trends in Data Analysis and AI

The Emerging Cyberinfrastructure for Earth and Ocean Sciences
The Emerging Cyberinfrastructure for Earth and Ocean SciencesThe Emerging Cyberinfrastructure for Earth and Ocean Sciences
The Emerging Cyberinfrastructure for Earth and Ocean SciencesLarry Smarr
 
Big Data, Data and Information Mining for Earth Observation
Big Data, Data and Information Mining for Earth ObservationBig Data, Data and Information Mining for Earth Observation
Big Data, Data and Information Mining for Earth ObservationPier Giorgio Marchetti
 
ExoSGAN and ExoACGAN: Exoplanet Detection using Adversarial Training Algorithms
ExoSGAN and ExoACGAN: Exoplanet Detection using Adversarial Training AlgorithmsExoSGAN and ExoACGAN: Exoplanet Detection using Adversarial Training Algorithms
ExoSGAN and ExoACGAN: Exoplanet Detection using Adversarial Training AlgorithmsIRJET Journal
 
Relative value of radar and optical data for land cover/use mapping: Peru exa...
Relative value of radar and optical data for land cover/use mapping: Peru exa...Relative value of radar and optical data for land cover/use mapping: Peru exa...
Relative value of radar and optical data for land cover/use mapping: Peru exa...rsmahabir
 
Astronomaly at Scale: Searching for Anomalies Amongst 4 Million Galaxies
Astronomaly at Scale: Searching for Anomalies Amongst 4 Million GalaxiesAstronomaly at Scale: Searching for Anomalies Amongst 4 Million Galaxies
Astronomaly at Scale: Searching for Anomalies Amongst 4 Million GalaxiesSérgio Sacani
 
NASA Research and Research Missions: Addressing Space Weather Hazards
NASA Research and Research Missions: Addressing Space Weather HazardsNASA Research and Research Missions: Addressing Space Weather Hazards
NASA Research and Research Missions: Addressing Space Weather HazardsAmerican Astronautical Society
 
Introdution to Landsat and Google Earth Engine
Introdution to Landsat and Google Earth EngineIntrodution to Landsat and Google Earth Engine
Introdution to Landsat and Google Earth EngineVeerachai Tanpipat
 
Computational Training and Data Literacy for Domain Scientists
Computational Training and Data Literacy for Domain ScientistsComputational Training and Data Literacy for Domain Scientists
Computational Training and Data Literacy for Domain ScientistsJoshua Bloom
 
Data science Innovations January 2018
Data science Innovations January 2018Data science Innovations January 2018
Data science Innovations January 2018suresh sood
 
Experiences as a producer, consumer and observer of open data
Experiences as a producer, consumer and observer of open dataExperiences as a producer, consumer and observer of open data
Experiences as a producer, consumer and observer of open dataProgCity
 
Co-Registration of Small-Scale Satellite Data
Co-Registration of Small-Scale Satellite DataCo-Registration of Small-Scale Satellite Data
Co-Registration of Small-Scale Satellite DataNopphawanTamkuan
 
Toward a Global Interactive Earth Observing Cyberinfrastructure
Toward a Global Interactive Earth Observing CyberinfrastructureToward a Global Interactive Earth Observing Cyberinfrastructure
Toward a Global Interactive Earth Observing CyberinfrastructureLarry Smarr
 
Planet: Imaging Earth Every Day
Planet: Imaging Earth Every DayPlanet: Imaging Earth Every Day
Planet: Imaging Earth Every DaySafe Software
 
S Ramage WEF Davos 2019
S Ramage WEF Davos 2019S Ramage WEF Davos 2019
S Ramage WEF Davos 2019Steven Ramage
 
Cyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean ObservatoriesCyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean ObservatoriesLarry Smarr
 
New dimensions of technology
New dimensions of technologyNew dimensions of technology
New dimensions of technologyHansi Thenuwara
 

Similar to Space Tech - Future Trends in Data Analysis and AI (20)

The Emerging Cyberinfrastructure for Earth and Ocean Sciences
The Emerging Cyberinfrastructure for Earth and Ocean SciencesThe Emerging Cyberinfrastructure for Earth and Ocean Sciences
The Emerging Cyberinfrastructure for Earth and Ocean Sciences
 
Big Data, Data and Information Mining for Earth Observation
Big Data, Data and Information Mining for Earth ObservationBig Data, Data and Information Mining for Earth Observation
Big Data, Data and Information Mining for Earth Observation
 
ExoSGAN and ExoACGAN: Exoplanet Detection using Adversarial Training Algorithms
ExoSGAN and ExoACGAN: Exoplanet Detection using Adversarial Training AlgorithmsExoSGAN and ExoACGAN: Exoplanet Detection using Adversarial Training Algorithms
ExoSGAN and ExoACGAN: Exoplanet Detection using Adversarial Training Algorithms
 
Relative value of radar and optical data for land cover/use mapping: Peru exa...
Relative value of radar and optical data for land cover/use mapping: Peru exa...Relative value of radar and optical data for land cover/use mapping: Peru exa...
Relative value of radar and optical data for land cover/use mapping: Peru exa...
 
Astronomaly at Scale: Searching for Anomalies Amongst 4 Million Galaxies
Astronomaly at Scale: Searching for Anomalies Amongst 4 Million GalaxiesAstronomaly at Scale: Searching for Anomalies Amongst 4 Million Galaxies
Astronomaly at Scale: Searching for Anomalies Amongst 4 Million Galaxies
 
NASA Research and Research Missions: Addressing Space Weather Hazards
NASA Research and Research Missions: Addressing Space Weather HazardsNASA Research and Research Missions: Addressing Space Weather Hazards
NASA Research and Research Missions: Addressing Space Weather Hazards
 
Introdution to Landsat and Google Earth Engine
Introdution to Landsat and Google Earth EngineIntrodution to Landsat and Google Earth Engine
Introdution to Landsat and Google Earth Engine
 
21275
2127521275
21275
 
Computational Training and Data Literacy for Domain Scientists
Computational Training and Data Literacy for Domain ScientistsComputational Training and Data Literacy for Domain Scientists
Computational Training and Data Literacy for Domain Scientists
 
Data science Innovations January 2018
Data science Innovations January 2018Data science Innovations January 2018
Data science Innovations January 2018
 
Experiences as a producer, consumer and observer of open data
Experiences as a producer, consumer and observer of open dataExperiences as a producer, consumer and observer of open data
Experiences as a producer, consumer and observer of open data
 
Co-Registration of Small-Scale Satellite Data
Co-Registration of Small-Scale Satellite DataCo-Registration of Small-Scale Satellite Data
Co-Registration of Small-Scale Satellite Data
 
Toward a Global Interactive Earth Observing Cyberinfrastructure
Toward a Global Interactive Earth Observing CyberinfrastructureToward a Global Interactive Earth Observing Cyberinfrastructure
Toward a Global Interactive Earth Observing Cyberinfrastructure
 
Planet: Imaging Earth Every Day
Planet: Imaging Earth Every DayPlanet: Imaging Earth Every Day
Planet: Imaging Earth Every Day
 
SDIAPv5n11
SDIAPv5n11SDIAPv5n11
SDIAPv5n11
 
SDIAPv5n11
SDIAPv5n11SDIAPv5n11
SDIAPv5n11
 
S Ramage WEF Davos 2019
S Ramage WEF Davos 2019S Ramage WEF Davos 2019
S Ramage WEF Davos 2019
 
Cyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean ObservatoriesCyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean Observatories
 
New dimensions of technology
New dimensions of technologyNew dimensions of technology
New dimensions of technology
 
FDL 2018 Virtual Briefing 1
FDL 2018 Virtual Briefing 1FDL 2018 Virtual Briefing 1
FDL 2018 Virtual Briefing 1
 

More from The Aleph

China Artificial Intelligence (AI) Supremacy
China Artificial Intelligence (AI) SupremacyChina Artificial Intelligence (AI) Supremacy
China Artificial Intelligence (AI) SupremacyThe Aleph
 
Urban Travel: Millennial travel trends 2019
Urban Travel: Millennial travel trends 2019Urban Travel: Millennial travel trends 2019
Urban Travel: Millennial travel trends 2019The Aleph
 
Growing in Asia: Japan
Growing in Asia: JapanGrowing in Asia: Japan
Growing in Asia: JapanThe Aleph
 
Growing in Asia: Australia
Growing in Asia: AustraliaGrowing in Asia: Australia
Growing in Asia: AustraliaThe Aleph
 
Growing in Asia: Singapore
Growing in Asia: SingaporeGrowing in Asia: Singapore
Growing in Asia: SingaporeThe Aleph
 
Growing in Asia: Malaysia
Growing in Asia: MalaysiaGrowing in Asia: Malaysia
Growing in Asia: MalaysiaThe Aleph
 
Growing in Asia: Philippines
Growing in Asia: PhilippinesGrowing in Asia: Philippines
Growing in Asia: PhilippinesThe Aleph
 
Growing in Asia: South Korea
Growing in Asia: South KoreaGrowing in Asia: South Korea
Growing in Asia: South KoreaThe Aleph
 
Future Gaming Trends 2019
Future Gaming Trends 2019Future Gaming Trends 2019
Future Gaming Trends 2019The Aleph
 
Perspectiva global: Por qué invertir en local, ya no es suficiente
Perspectiva global: Por qué invertir en local, ya no es suficientePerspectiva global: Por qué invertir en local, ya no es suficiente
Perspectiva global: Por qué invertir en local, ya no es suficienteThe Aleph
 
The China Tide and the downfall of Silicon Valley
The China Tide and the downfall of Silicon ValleyThe China Tide and the downfall of Silicon Valley
The China Tide and the downfall of Silicon ValleyThe Aleph
 
Why are companies Disrupted?
Why are companies Disrupted?Why are companies Disrupted?
Why are companies Disrupted?The Aleph
 
The Aleph Zeitgeist 2017
The Aleph Zeitgeist 2017The Aleph Zeitgeist 2017
The Aleph Zeitgeist 2017The Aleph
 

More from The Aleph (13)

China Artificial Intelligence (AI) Supremacy
China Artificial Intelligence (AI) SupremacyChina Artificial Intelligence (AI) Supremacy
China Artificial Intelligence (AI) Supremacy
 
Urban Travel: Millennial travel trends 2019
Urban Travel: Millennial travel trends 2019Urban Travel: Millennial travel trends 2019
Urban Travel: Millennial travel trends 2019
 
Growing in Asia: Japan
Growing in Asia: JapanGrowing in Asia: Japan
Growing in Asia: Japan
 
Growing in Asia: Australia
Growing in Asia: AustraliaGrowing in Asia: Australia
Growing in Asia: Australia
 
Growing in Asia: Singapore
Growing in Asia: SingaporeGrowing in Asia: Singapore
Growing in Asia: Singapore
 
Growing in Asia: Malaysia
Growing in Asia: MalaysiaGrowing in Asia: Malaysia
Growing in Asia: Malaysia
 
Growing in Asia: Philippines
Growing in Asia: PhilippinesGrowing in Asia: Philippines
Growing in Asia: Philippines
 
Growing in Asia: South Korea
Growing in Asia: South KoreaGrowing in Asia: South Korea
Growing in Asia: South Korea
 
Future Gaming Trends 2019
Future Gaming Trends 2019Future Gaming Trends 2019
Future Gaming Trends 2019
 
Perspectiva global: Por qué invertir en local, ya no es suficiente
Perspectiva global: Por qué invertir en local, ya no es suficientePerspectiva global: Por qué invertir en local, ya no es suficiente
Perspectiva global: Por qué invertir en local, ya no es suficiente
 
The China Tide and the downfall of Silicon Valley
The China Tide and the downfall of Silicon ValleyThe China Tide and the downfall of Silicon Valley
The China Tide and the downfall of Silicon Valley
 
Why are companies Disrupted?
Why are companies Disrupted?Why are companies Disrupted?
Why are companies Disrupted?
 
The Aleph Zeitgeist 2017
The Aleph Zeitgeist 2017The Aleph Zeitgeist 2017
The Aleph Zeitgeist 2017
 

Recently uploaded

MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotesMuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotesManik S Magar
 
QCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesQCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesBernd Ruecker
 
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)Mark Simos
 
Bridging Between CAD & GIS: 6 Ways to Automate Your Data Integration
Bridging Between CAD & GIS:  6 Ways to Automate Your Data IntegrationBridging Between CAD & GIS:  6 Ways to Automate Your Data Integration
Bridging Between CAD & GIS: 6 Ways to Automate Your Data Integrationmarketing932765
 
Testing tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesTesting tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesKari Kakkonen
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI AgeCprime
 
Abdul Kader Baba- Managing Cybersecurity Risks and Compliance Requirements i...
Abdul Kader Baba- Managing Cybersecurity Risks  and Compliance Requirements i...Abdul Kader Baba- Managing Cybersecurity Risks  and Compliance Requirements i...
Abdul Kader Baba- Managing Cybersecurity Risks and Compliance Requirements i...itnewsafrica
 
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...Wes McKinney
 
Microservices, Docker deploy and Microservices source code in C#
Microservices, Docker deploy and Microservices source code in C#Microservices, Docker deploy and Microservices source code in C#
Microservices, Docker deploy and Microservices source code in C#Karmanjay Verma
 
Generative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfGenerative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfIngrid Airi González
 
Email Marketing Automation for Bonterra Impact Management (fka Social Solutio...
Email Marketing Automation for Bonterra Impact Management (fka Social Solutio...Email Marketing Automation for Bonterra Impact Management (fka Social Solutio...
Email Marketing Automation for Bonterra Impact Management (fka Social Solutio...Jeffrey Haguewood
 
Generative AI - Gitex v1Generative AI - Gitex v1.pptx
Generative AI - Gitex v1Generative AI - Gitex v1.pptxGenerative AI - Gitex v1Generative AI - Gitex v1.pptx
Generative AI - Gitex v1Generative AI - Gitex v1.pptxfnnc6jmgwh
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfNeo4j
 
Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...
Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...
Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...itnewsafrica
 
4. Cobus Valentine- Cybersecurity Threats and Solutions for the Public Sector
4. Cobus Valentine- Cybersecurity Threats and Solutions for the Public Sector4. Cobus Valentine- Cybersecurity Threats and Solutions for the Public Sector
4. Cobus Valentine- Cybersecurity Threats and Solutions for the Public Sectoritnewsafrica
 
Assure Ecommerce and Retail Operations Uptime with ThousandEyes
Assure Ecommerce and Retail Operations Uptime with ThousandEyesAssure Ecommerce and Retail Operations Uptime with ThousandEyes
Assure Ecommerce and Retail Operations Uptime with ThousandEyesThousandEyes
 
Time Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsTime Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsNathaniel Shimoni
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersNicole Novielli
 
Varsha Sewlal- Cyber Attacks on Critical Critical Infrastructure
Varsha Sewlal- Cyber Attacks on Critical Critical InfrastructureVarsha Sewlal- Cyber Attacks on Critical Critical Infrastructure
Varsha Sewlal- Cyber Attacks on Critical Critical Infrastructureitnewsafrica
 
Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...
Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...
Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...Nikki Chapple
 

Recently uploaded (20)

MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotesMuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
 
QCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesQCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architectures
 
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
 
Bridging Between CAD & GIS: 6 Ways to Automate Your Data Integration
Bridging Between CAD & GIS:  6 Ways to Automate Your Data IntegrationBridging Between CAD & GIS:  6 Ways to Automate Your Data Integration
Bridging Between CAD & GIS: 6 Ways to Automate Your Data Integration
 
Testing tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesTesting tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examples
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI Age
 
Abdul Kader Baba- Managing Cybersecurity Risks and Compliance Requirements i...
Abdul Kader Baba- Managing Cybersecurity Risks  and Compliance Requirements i...Abdul Kader Baba- Managing Cybersecurity Risks  and Compliance Requirements i...
Abdul Kader Baba- Managing Cybersecurity Risks and Compliance Requirements i...
 
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
 
Microservices, Docker deploy and Microservices source code in C#
Microservices, Docker deploy and Microservices source code in C#Microservices, Docker deploy and Microservices source code in C#
Microservices, Docker deploy and Microservices source code in C#
 
Generative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfGenerative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdf
 
Email Marketing Automation for Bonterra Impact Management (fka Social Solutio...
Email Marketing Automation for Bonterra Impact Management (fka Social Solutio...Email Marketing Automation for Bonterra Impact Management (fka Social Solutio...
Email Marketing Automation for Bonterra Impact Management (fka Social Solutio...
 
Generative AI - Gitex v1Generative AI - Gitex v1.pptx
Generative AI - Gitex v1Generative AI - Gitex v1.pptxGenerative AI - Gitex v1Generative AI - Gitex v1.pptx
Generative AI - Gitex v1Generative AI - Gitex v1.pptx
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdf
 
Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...
Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...
Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...
 
4. Cobus Valentine- Cybersecurity Threats and Solutions for the Public Sector
4. Cobus Valentine- Cybersecurity Threats and Solutions for the Public Sector4. Cobus Valentine- Cybersecurity Threats and Solutions for the Public Sector
4. Cobus Valentine- Cybersecurity Threats and Solutions for the Public Sector
 
Assure Ecommerce and Retail Operations Uptime with ThousandEyes
Assure Ecommerce and Retail Operations Uptime with ThousandEyesAssure Ecommerce and Retail Operations Uptime with ThousandEyes
Assure Ecommerce and Retail Operations Uptime with ThousandEyes
 
Time Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsTime Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directions
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software Developers
 
Varsha Sewlal- Cyber Attacks on Critical Critical Infrastructure
Varsha Sewlal- Cyber Attacks on Critical Critical InfrastructureVarsha Sewlal- Cyber Attacks on Critical Critical Infrastructure
Varsha Sewlal- Cyber Attacks on Critical Critical Infrastructure
 
Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...
Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...
Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...
 

Space Tech - Future Trends in Data Analysis and AI