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Unlocking the potential of cloud in
research and education
Martin Hamilton, Jisc
KenjiTakeda, Microsoft
Unlocking the potential of cloud
1. Jisc and the cloud
2. Blockers and enablers
3. A personal perspective from KenjiTakeda, Microsoft
Structure of this session
2/03/2016 Unlocking the potential of cloud in research and education
1. Jisc and the cloud
1. Jisc and the cloud
» Deliver shared digital infrastructure and services for
universities and colleges
» Broker sector-wide deals with IT vendors and
commercial publishers
» Provide expert and trusted advice and practical assistance
We do three things
2/03/2016 Unlocking the potential of cloud in research and education
1. Jisc and the cloud
Mission
Toenablepeopleinhigher education,
further education and skills in the
UK to perform at the forefront of
international practice by exploiting
fully the possibilities of modern
digital empowerment, content
and connectivity
Vision
To make the UK the most digitally
advanced education and research
nation in the world
2/03/2016 Unlocking the potential of cloud in research and education
1. Jisc and the cloud
Doing more for less
2/03/2016 Unlocking the potential of cloud in research and education
1. Jisc and the cloud
Photo CC-BY Jisc, from an original by Phil Wolff
2/03/2016 Unlocking the potential of cloud in research and education
1. Jisc and the cloud - recap
The Janet network
2/03/2016 The future of cloud computing
[Image credit: Dan Perry]
1. Jisc and the cloud - recap
The Janet network
2/03/2016 The future of cloud computing
[Image credit: Dan Perry]
1. Jisc and the cloud
Total external connectivity ~ 1Tbit/s
2/03/2016 Unlocking the potential of cloud in research and education
BBC (Pacific Quay)
HEAnet
SWAN
(Glas)
SWAN
(Edin)
Glasgow
and
Edinburgh
IXLeeds
Leeds
One
Connect
HEAnet
Google
Akamai
VM for LGfL
Gamma
NHS N3
Synetrix
Exa Networks
InTechnology
IXManchester
Manchester
Global Transit Level3
Google
Netflix
BBC
Init7
Microsoft EU (via TN)
VM for LGfL
Limelight
BBC (HD 4K pilots)
RM for Schools
Microsoft EU (via TN)
Google
VM for LGfL
RM for Schools
Akamai
Globelynx
InTechnology
Simplecall
Updata
Logicalis UK
Pipex / GXN
INUK
Voicenet
Virgin Radio
LINX multicast
GÉANT+
Gamma
Redstone
Voicenet
Telekom MalaysiaSimplecall Amazon Limelight Datahop NHS N3
Akamai BTnet AQL Bogons
Global Transit Tata
Global Transit Level 3
GÉANT
Telehouse North and West
Telecity Harbour Exch.
LINX
100Gbit/s
10Gbit/s
1Gbit/s
1. Jisc and the cloud
» The University of theWest of London moved its 14,000 students to Office365,
and observes that once a student graduates “they can maintain that Office365
account through the University for life.We can continue to supply them with
information about the University, help them find their second job, their third job
and so on.This isn’t just about collaboration while studying, it’s about creating a
life-long connection between the students and the University.”
http://bit.ly/Case_study_Uni_West_London_365
FE/HE experience: Microsoft Office365
2/03/2016 Unlocking the potential of cloud in research and education
1. Jisc and the cloud
» The University of Dundee migrated all of its 22,000 student accounts to
Microsoft’s Office365 for Education service over a week.They note that this was
achieved with zero down time, and estimate that Office365 “will save us at least
£500,000 in infrastructure and staffing over five years.”
http://bit.ly/jisc-dundee
FE/HE experience: Microsoft Office365
2/03/2016 Unlocking the potential of cloud in research and education
1. Jisc and the cloud
» We moved our own core
infrastructure to AWS
» Estimate that this saved
over £100K p.a.
» Cloud first / mobile first for
new stuff
Dogfooding
2/03/2016 Unlocking the potential of cloud in research and education
[Image credit: Mike Jones]
1. Jisc and the cloud
» Monthly invoicing - credit cards are no
longer required for payment
» Itemized billing - consolidated across
users/departments
» Billing in GBP, not dollars
» Setting of budget limits for individual
user accounts or departments
» Theretrievalofserviceusageinformation
within own areas of responsibility
» Volume-discounts through aggregation
across multiple educational institutions
Jisc’s Amazon cloud portal
2/03/2016 Unlocking the potential of cloud in research and education
jisc.ac.uk/amazon-web-services
1. Jisc and the cloud
jisc.ac.uk/shared-data-centre
2/03/2016 Unlocking the potential of cloud in research and education
1. Jisc and the cloud
» Easily understand and compare
overall costs for services
» Develop business cases for changes
to IT infrastructure
» Mechanism for dialogue between
finance and IT departments
» Highlight comparative cost of shared
and commercial third party services
Financial X-Ray
2/03/2016 Unlocking the potential of cloud in research and education
jisc.ac.uk/financial-x-ray
1. Jisc and the cloud
» Single, unifying technology that
enables you to effectively manage
and control access to a wide range of
web and non-web services and
applications
» These include cloud infrastructures,
High Performance Computing, Grid
Computing and commonly deployed
services such as email, file store,
remote access and instant messaging
Assent
(formerly Project Moonshot)
2/03/2016 Unlocking the potential of cloud in research and education
jisc.ac.uk/assent
1. Jisc and the cloud
» £4M funding from BIS to work
towards a Janet which is "open and
accessible" to industry
» Providesindustryaccessto university
e-infrastructure facilities to facilitate
further investment in science,
engineering and technology with the
active participation of business and
industry
» Modelled on Innovate UK
competition process
Janet Reach
2/03/2016 Unlocking the potential of cloud in research and education
http://bit.ly/janetreach
1. Jisc and the cloud
» £4M funding from BIS to work
towards a Janet which is "open and
accessible" to industry
» Providesindustryaccessto university
e-infrastructure facilities to facilitate
further investment in science,
engineering and technology with the
active participation of business and
industry
» Modelled on Innovate UK
competition process
Janet Reach
2/03/2016 Unlocking the potential of cloud in research and education
http://bit.ly/jisc-hpc
2. Blockers and enablers
2. Blockers and enablers
Jisc’s summer 2015 cloud survey of chief information officers (CIOs) and directors of
IT found that there are still a number of barriers to widespread adoption:
» 29% of the CIOs responding to our survey told us they had no plans to use public
cloud to support research at their institutions
» 31% indicated they were reluctant to move business systems to the cloud
» 61% of respondents said financial aspects of cloud computing were a major
concern
2/03/2016 Unlocking the potential of cloud in research and education
2. Blockers and enablers
» Mixture of actual and perceived cost issues
around public cloud. For example, many public
cloud providers charge users to download their
data, so-called ‘egress charging’
» Because cloud resources are typically offered
on a pay-as-you-go basis, careful planning and
cost modelling is required to ensure that
workloads run within their allocated budgets –
hence we sometimes hear apocryphal tales of
postdocs maxing out their supervisor’s credit
card balance over a weekend
Think tank findings:
2/03/2016 Unlocking the potential of cloud in research and education
http://bit.ly/Jisc_helpinginstitutions
2. Blockers and enablers
» Jisc’s portal onto AmazonWeb Services
provides tools to assist institutions in
monitoring and planning for their use of cloud
resources. This was felt to be a useful
development that could be built on further
» A consistent cross council approach to
bidding for cloud resources for research
would be very welcome.This is something
that we will be exploring with the newly
formed Research Councils UK (RCUK) Cloud
Working Group
Think tank findings:
2/03/2016 Unlocking the potential of cloud in research and education
http://bit.ly/Jisc_helpinginstitutions
2. Blockers and enablers
» Raise awareness of cloud’s shared responsibility
model which gives responsibilities to both the
provider and the user
» IT departments can help the institution to
exploit cloud in a myriad of ways, e.g. manage
encryption keys, install and maintain software
and firewall settings for cloud server instances
» New UK data centres recently announced
by Amazon and Microsoft show that public
cloud providers are responding to data
sovereignty and jurisdiction issues
Think tank findings:
2/03/2016 Unlocking the potential of cloud in research and education
http://bit.ly/Jisc_helpinginstitutions
2. Blockers and enablers
» What will an IT department’s staff profile look
like in five to ten years? e.g. reallocation of staff
hours currently devoted to managing hardware
and packaging and distributing software
» Moving to the cloud creates huge opportunities
for the IT department to become a true
business partner and enabler for institutions’
key activities in teaching, learning and research
» Delegates also felt that there was significant
potential for additional Jisc brokerage activity
around cloud products and services
Think tank findings:
2/03/2016 Unlocking the potential of cloud in research and education
http://bit.ly/Jisc_helpinginstitutions
2. Blockers and enablers
» Three big ideas in our future of cloud report:
» Cloud as a utility
» App as a service
» Building capability
» Read the report: http://bit.ly/jisccloudfutures
2/03/2016 Unlocking the potential of cloud in research and education
2. Blockers and enablers
“Our key recommendation is that
Jisc should work with the sector
and public cloud providers to make
it easier for institutions to switch
between cloud providers and to
migrate workloads between the
public and private clouds –
leveraging public investment in the
Janet network.”
Cloud as a utility
2/03/2016 Unlocking the potential of cloud in research and education
2. Blockers and enablers
“Smartphones and tablets have
established a culture of ‘package
once, install a billion times’, but our
colleges and universities still
commonly package common
applications separately and
independently for distribution to
users.This is inefficient and it diverts
highly skilled IT staff from activities
that could genuinely add value.”
App as a service
2/03/2016 Unlocking the potential of cloud in research and education
See blog.martinh.net/2011/11/post-pc-manifesto.html
2. Blockers and enablers
“It is clear from the results of the Jisc
cloud survey http://bit.ly/jisc-
cloudsurvey that practice with
established cloud technologies is still
quite variable. We believe that there
is a need to come together to share
our experiences of what works,
building capability at institutions
and identifying areas where further
intervention would be helpful.”
Building capability
2/03/2016 The future of cloud computing
http://bit.ly/Jisc_CERN_openstack
2. Blockers and enablers
» Three big ideas in our future of cloud report:
» Cloud as a utility
» App as a service
» Building capability
» Read the report: http://bit.ly/jisccloudfutures
2/03/2016 Unlocking the potential of cloud in research and education
3. A personal perspective:
KenjiTakeda, Microsoft
jisc.ac.uk
Continue the conversation…
Unlocking the potential of cloud in
research and education
Martin Hamilton
Futurist, Jisc
martin.hamilton@jisc.ac.uk
2/03/2016 Unlocking the potential of cloud in research and education
Dr KenjiTakeda (kenji.takeda@microsoft.com)
@MSFTResearch
Let Researchers be Researchers
www.azure4research.com
Use laptops &
desktop computers
Overwhelmed by
data
Finding analysis
ever more difficult;
sharing even
harder
www.azure4research.com
Let Researchers be Researchers
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 G Series – Largest VM in World, 32 cores, 448GB Ram, SSD…
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Japan West
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India South
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East Asia
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Australia South East
Victoria
Australia East
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* Operated by 21Vianet ** Operated by Deutsche Telekom
India Central
Pune
Canada East
Quebec City
Canada Central
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India West
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Germany North East **
Magdeburg
Germany Central **
Frankfurt
North Europe
Ireland
East US 2
Virginia
United Kingdom
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Regions
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Infrastructure Services
Web Apps
Mobile
Apps
API
Management
API Apps
Logic Apps
Notification
Hubs
Content
Delivery
Network (CDN)
Media
Services
BizTalk
Services
Hybrid
Connections
Service Bus
Storage
Queues
Hybrid
Operations
Backup
StorSimple
Azure Site
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Import/Export
SQL
Database
DocumentDB
Redis
Cache
Azure
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Schlumberger deploys
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HPC-as-a-Service (no really!) + GPUs
Driving Innovation
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Web Science & Global Collaboration
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Citations (billions)
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Unlocking the potential of cloud in research and education - Jisc Digifest 2016

  • 1. Unlocking the potential of cloud in research and education Martin Hamilton, Jisc KenjiTakeda, Microsoft
  • 2. Unlocking the potential of cloud 1. Jisc and the cloud 2. Blockers and enablers 3. A personal perspective from KenjiTakeda, Microsoft Structure of this session 2/03/2016 Unlocking the potential of cloud in research and education
  • 3. 1. Jisc and the cloud
  • 4. 1. Jisc and the cloud » Deliver shared digital infrastructure and services for universities and colleges » Broker sector-wide deals with IT vendors and commercial publishers » Provide expert and trusted advice and practical assistance We do three things 2/03/2016 Unlocking the potential of cloud in research and education
  • 5. 1. Jisc and the cloud Mission Toenablepeopleinhigher education, further education and skills in the UK to perform at the forefront of international practice by exploiting fully the possibilities of modern digital empowerment, content and connectivity Vision To make the UK the most digitally advanced education and research nation in the world 2/03/2016 Unlocking the potential of cloud in research and education
  • 6. 1. Jisc and the cloud Doing more for less 2/03/2016 Unlocking the potential of cloud in research and education
  • 7. 1. Jisc and the cloud Photo CC-BY Jisc, from an original by Phil Wolff 2/03/2016 Unlocking the potential of cloud in research and education
  • 8. 1. Jisc and the cloud - recap The Janet network 2/03/2016 The future of cloud computing [Image credit: Dan Perry]
  • 9. 1. Jisc and the cloud - recap The Janet network 2/03/2016 The future of cloud computing [Image credit: Dan Perry]
  • 10. 1. Jisc and the cloud Total external connectivity ~ 1Tbit/s 2/03/2016 Unlocking the potential of cloud in research and education BBC (Pacific Quay) HEAnet SWAN (Glas) SWAN (Edin) Glasgow and Edinburgh IXLeeds Leeds One Connect HEAnet Google Akamai VM for LGfL Gamma NHS N3 Synetrix Exa Networks InTechnology IXManchester Manchester Global Transit Level3 Google Netflix BBC Init7 Microsoft EU (via TN) VM for LGfL Limelight BBC (HD 4K pilots) RM for Schools Microsoft EU (via TN) Google VM for LGfL RM for Schools Akamai Globelynx InTechnology Simplecall Updata Logicalis UK Pipex / GXN INUK Voicenet Virgin Radio LINX multicast GÉANT+ Gamma Redstone Voicenet Telekom MalaysiaSimplecall Amazon Limelight Datahop NHS N3 Akamai BTnet AQL Bogons Global Transit Tata Global Transit Level 3 GÉANT Telehouse North and West Telecity Harbour Exch. LINX 100Gbit/s 10Gbit/s 1Gbit/s
  • 11. 1. Jisc and the cloud » The University of theWest of London moved its 14,000 students to Office365, and observes that once a student graduates “they can maintain that Office365 account through the University for life.We can continue to supply them with information about the University, help them find their second job, their third job and so on.This isn’t just about collaboration while studying, it’s about creating a life-long connection between the students and the University.” http://bit.ly/Case_study_Uni_West_London_365 FE/HE experience: Microsoft Office365 2/03/2016 Unlocking the potential of cloud in research and education
  • 12. 1. Jisc and the cloud » The University of Dundee migrated all of its 22,000 student accounts to Microsoft’s Office365 for Education service over a week.They note that this was achieved with zero down time, and estimate that Office365 “will save us at least £500,000 in infrastructure and staffing over five years.” http://bit.ly/jisc-dundee FE/HE experience: Microsoft Office365 2/03/2016 Unlocking the potential of cloud in research and education
  • 13. 1. Jisc and the cloud » We moved our own core infrastructure to AWS » Estimate that this saved over £100K p.a. » Cloud first / mobile first for new stuff Dogfooding 2/03/2016 Unlocking the potential of cloud in research and education [Image credit: Mike Jones]
  • 14. 1. Jisc and the cloud » Monthly invoicing - credit cards are no longer required for payment » Itemized billing - consolidated across users/departments » Billing in GBP, not dollars » Setting of budget limits for individual user accounts or departments » Theretrievalofserviceusageinformation within own areas of responsibility » Volume-discounts through aggregation across multiple educational institutions Jisc’s Amazon cloud portal 2/03/2016 Unlocking the potential of cloud in research and education jisc.ac.uk/amazon-web-services
  • 15. 1. Jisc and the cloud jisc.ac.uk/shared-data-centre 2/03/2016 Unlocking the potential of cloud in research and education
  • 16. 1. Jisc and the cloud » Easily understand and compare overall costs for services » Develop business cases for changes to IT infrastructure » Mechanism for dialogue between finance and IT departments » Highlight comparative cost of shared and commercial third party services Financial X-Ray 2/03/2016 Unlocking the potential of cloud in research and education jisc.ac.uk/financial-x-ray
  • 17. 1. Jisc and the cloud » Single, unifying technology that enables you to effectively manage and control access to a wide range of web and non-web services and applications » These include cloud infrastructures, High Performance Computing, Grid Computing and commonly deployed services such as email, file store, remote access and instant messaging Assent (formerly Project Moonshot) 2/03/2016 Unlocking the potential of cloud in research and education jisc.ac.uk/assent
  • 18. 1. Jisc and the cloud » £4M funding from BIS to work towards a Janet which is "open and accessible" to industry » Providesindustryaccessto university e-infrastructure facilities to facilitate further investment in science, engineering and technology with the active participation of business and industry » Modelled on Innovate UK competition process Janet Reach 2/03/2016 Unlocking the potential of cloud in research and education http://bit.ly/janetreach
  • 19. 1. Jisc and the cloud » £4M funding from BIS to work towards a Janet which is "open and accessible" to industry » Providesindustryaccessto university e-infrastructure facilities to facilitate further investment in science, engineering and technology with the active participation of business and industry » Modelled on Innovate UK competition process Janet Reach 2/03/2016 Unlocking the potential of cloud in research and education http://bit.ly/jisc-hpc
  • 20. 2. Blockers and enablers
  • 21. 2. Blockers and enablers Jisc’s summer 2015 cloud survey of chief information officers (CIOs) and directors of IT found that there are still a number of barriers to widespread adoption: » 29% of the CIOs responding to our survey told us they had no plans to use public cloud to support research at their institutions » 31% indicated they were reluctant to move business systems to the cloud » 61% of respondents said financial aspects of cloud computing were a major concern 2/03/2016 Unlocking the potential of cloud in research and education
  • 22. 2. Blockers and enablers » Mixture of actual and perceived cost issues around public cloud. For example, many public cloud providers charge users to download their data, so-called ‘egress charging’ » Because cloud resources are typically offered on a pay-as-you-go basis, careful planning and cost modelling is required to ensure that workloads run within their allocated budgets – hence we sometimes hear apocryphal tales of postdocs maxing out their supervisor’s credit card balance over a weekend Think tank findings: 2/03/2016 Unlocking the potential of cloud in research and education http://bit.ly/Jisc_helpinginstitutions
  • 23. 2. Blockers and enablers » Jisc’s portal onto AmazonWeb Services provides tools to assist institutions in monitoring and planning for their use of cloud resources. This was felt to be a useful development that could be built on further » A consistent cross council approach to bidding for cloud resources for research would be very welcome.This is something that we will be exploring with the newly formed Research Councils UK (RCUK) Cloud Working Group Think tank findings: 2/03/2016 Unlocking the potential of cloud in research and education http://bit.ly/Jisc_helpinginstitutions
  • 24. 2. Blockers and enablers » Raise awareness of cloud’s shared responsibility model which gives responsibilities to both the provider and the user » IT departments can help the institution to exploit cloud in a myriad of ways, e.g. manage encryption keys, install and maintain software and firewall settings for cloud server instances » New UK data centres recently announced by Amazon and Microsoft show that public cloud providers are responding to data sovereignty and jurisdiction issues Think tank findings: 2/03/2016 Unlocking the potential of cloud in research and education http://bit.ly/Jisc_helpinginstitutions
  • 25. 2. Blockers and enablers » What will an IT department’s staff profile look like in five to ten years? e.g. reallocation of staff hours currently devoted to managing hardware and packaging and distributing software » Moving to the cloud creates huge opportunities for the IT department to become a true business partner and enabler for institutions’ key activities in teaching, learning and research » Delegates also felt that there was significant potential for additional Jisc brokerage activity around cloud products and services Think tank findings: 2/03/2016 Unlocking the potential of cloud in research and education http://bit.ly/Jisc_helpinginstitutions
  • 26. 2. Blockers and enablers » Three big ideas in our future of cloud report: » Cloud as a utility » App as a service » Building capability » Read the report: http://bit.ly/jisccloudfutures 2/03/2016 Unlocking the potential of cloud in research and education
  • 27. 2. Blockers and enablers “Our key recommendation is that Jisc should work with the sector and public cloud providers to make it easier for institutions to switch between cloud providers and to migrate workloads between the public and private clouds – leveraging public investment in the Janet network.” Cloud as a utility 2/03/2016 Unlocking the potential of cloud in research and education
  • 28. 2. Blockers and enablers “Smartphones and tablets have established a culture of ‘package once, install a billion times’, but our colleges and universities still commonly package common applications separately and independently for distribution to users.This is inefficient and it diverts highly skilled IT staff from activities that could genuinely add value.” App as a service 2/03/2016 Unlocking the potential of cloud in research and education See blog.martinh.net/2011/11/post-pc-manifesto.html
  • 29. 2. Blockers and enablers “It is clear from the results of the Jisc cloud survey http://bit.ly/jisc- cloudsurvey that practice with established cloud technologies is still quite variable. We believe that there is a need to come together to share our experiences of what works, building capability at institutions and identifying areas where further intervention would be helpful.” Building capability 2/03/2016 The future of cloud computing http://bit.ly/Jisc_CERN_openstack
  • 30. 2. Blockers and enablers » Three big ideas in our future of cloud report: » Cloud as a utility » App as a service » Building capability » Read the report: http://bit.ly/jisccloudfutures 2/03/2016 Unlocking the potential of cloud in research and education
  • 31. 3. A personal perspective: KenjiTakeda, Microsoft
  • 32. jisc.ac.uk Continue the conversation… Unlocking the potential of cloud in research and education Martin Hamilton Futurist, Jisc martin.hamilton@jisc.ac.uk 2/03/2016 Unlocking the potential of cloud in research and education
  • 34. Let Researchers be Researchers www.azure4research.com
  • 35. Use laptops & desktop computers Overwhelmed by data Finding analysis ever more difficult; sharing even harder www.azure4research.com Let Researchers be Researchers
  • 37. Hyper scale Infrastructure istheenabler 28 Regions Worldwide, 22 ONLINE…huge capacity around the world…growing every year  100+ datacenters  Top 3 networks in the world  2.5x AWS, 7x Google DC Regions  G Series – Largest VM in World, 32 cores, 448GB Ram, SSD… Operational Announced/Not Operational Central US Iowa West US California East US Virginia US Gov Virginia North Central US Illinois US Gov Iowa South Central US Texas Brazil South Sao Paulo State West Europe Netherlands China North * Beijing China South * Shanghai Japan East Tokyo, Saitama Japan West Osaka India South Chennai East Asia Hong Kong SE Asia Singapore Australia South East Victoria Australia East New South Wales * Operated by 21Vianet ** Operated by Deutsche Telekom India Central Pune Canada East Quebec City Canada Central Toronto India West Mumbai Germany North East ** Magdeburg Germany Central ** Frankfurt North Europe Ireland East US 2 Virginia United Kingdom RegionsUnited Kingdom Regions
  • 38. Platform Services Infrastructure Services Web Apps Mobile Apps API Management API Apps Logic Apps Notification Hubs Content Delivery Network (CDN) Media Services BizTalk Services Hybrid Connections Service Bus Storage Queues Hybrid Operations Backup StorSimple Azure Site Recovery Import/Export SQL Database DocumentDB Redis Cache Azure Search Storage Tables Data Warehouse Azure AD Health Monitoring AD Privileged Identity Management Operational Analytics Cloud Services Batch RemoteApp Service Fabric Visual Studio App Insights Azure SDK VS Online Domain Services HDInsight Machine Learning Stream Analytics Data Factory Event Hubs Mobile Engagement Data Lake IoT Hub Data Catalog Security & Management Azure Active Directory Multi-Factor Authentication Automation Portal Key Vault Store/ Marketplace VM Image Gallery & VM Depot Azure AD B2C Scheduler
  • 40.
  • 41. HPC-as-a-Service (no really!) Schlumberger deploys INTERSECT high-resolution CFD application on Azure Real-world performance <3s latency, full 32 gbps bandwidth http://aka.ms/azurecfd
  • 46.
  • 47. Azure Machine Learning for IoT ConnectTheDots.io
  • 49. Boosting graduation rates from 55% to 78% Changed perception of students’ ability to succeed Teachers have a full picture of each student’s situation based on real data Predicting student dropout risk “With Azure Machine Learning, we proved that we have the right tool to get us where we want to go in terms of predicting student success. It’s a tool our educators will be able to use to start tackling the problem of student disengagement.” Shaun Taylor, CTO
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  • 58. Web Science & Global Collaboration
  • 61. Institution (20K) Publication(> 100M) Venue (> 23K)Event (> 46K) Field of Study (> 50K) Author (> 40M) Microsoft Academic Graph Citations (billions) http://aka.ms/academicgraph