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Peltarion
/September 19, 2018
Anders Arpteg, PhD
Principal Data Scientist, Peltarion
Peltarion - the operational AI platform
01/
Peltarion - the operational AI platform
AI introduction
Peltarion - the operational AI platform
Artificial
Intelligence
Machine
Learning
Early artificial intelligence
stirs excitement
Machine learning begins
to flourish
Deep
Learning
Deep learning breakthroughs
drive AI boom
1950 1960 1970 1980 1990 2000 2010
Peltarion - the operational AI platform
Why Deep Learning revolution now?
Algorithmic
improvements
Especially in deep reinforcement
learning but also normal DL (ReLUs
[Dahl et al., 2013], Dropout [Srivastava
et al., 2014], etc.)
Better
tooling
Libraries like TensorFlow
and Cloud Services
1
Increase of
training data
Large datasets of labeled
training data like ImageNet
Increase of
computing power
Especially GPUs &
Distributed Computing
2 3 4
Peltarion - the operational AI platform
— Sergey Brin, President / Alphabet
Peltarion - the operational AI platform
Deep Learning Trend
Peltarion - the operational AI platform
— Satya Nadella / Microsoft
Peltarion - the operational AI platform
Peltarion - the operational AI platform
02/
Peltarion - the operational AI platform
AI investments
Peltarion - the operational AI platform
Peltarion - the operational AI platform
Sweden
Peltarion - the operational AI platform
— Financial Times
Europe is behind in private investments in AI
€2.4-3.2 billion in 2016, compared to €6.5-9.7 billion
in Asia and €12.1-18.6 billion in North America
Peltarion - the operational AI platform
AI initiatives
Sweden EU
Peltarion - the operational AI platform
€1.5 billion for the period
2018-2020 under Horizon 2020
Boost public and private
sectors investments to
€20 billion by the end of 2020
Support development of an
"AI on-demand platform"
Access to relevant AI resources
in the EU for all users
Socio-economical impact
brought about by AI
Many jobs will be created,
but others will disappear and
most will be transformed
Appropriate ethical
and legal framework
European
AI Alliance European Commission
Peltarion - the operational AI platform
Societal challenges
Workforce
Data ownership & privacy
Business transformation
Immature AI tooling
AI monopolies
Incentives for industry
Academic collaboration
Education supporting new society
Regulation without hindering innovation
Improved AI infrastructure and tooling
Concentrate efforts in SwedenCurrent AI state in Sweden
High digital literacy
Behind in research
Average in patents
Smart cities
Transportation
Health and medicine
Manufacturing
Financial services
AI potential
Double economic
growth in Sweden
Automate value chains
New business models
Transform sectors
Agenda 2030
Sustainable
development goals
Poverty, Health,
Environment, Education,
Equality, Energy,
Economic Growth
Peltarion - the operational AI platform
Swedish AI Council
Mission
Skapa en svensk hållbar modell för artificiell intelligens (AI)
Goals
Definiera en svensk AI-modell
Bidra till den nationella debatten inom AI
Producera koncisa och sakliga rapporter
Fokus bör även läggas kring etik och regleringar
Peltarion - the operational AI platform
Peltarion - the operational AI platform
02/
Peltarion - the operational AI platform
AI projects
at Peltarion
Peltarion - the operational AI platform
The platform that makes AI
usable and affordable for all
Peltarion - the operational AI platform
Example projects
Peltarion - the operational AI platform
Deep weather
Problem
Predict wind turbine energy production
Cost in Sweden due to poor prediction is about 4 bn SEK/year
Current solution
Finite element model for weather
Finite element model for wind turbine generator
Weather model + WTG model + statistical correction -> prediction
Predictions are slow and expensive
Peltarion - the operational AI platform
Deep weather: the AI approach
Visible
IR
Vapour
Peltarion - the operational AI platform
Deep weather: the model
Peltarion - the operational AI platform
Deep weather: results
Peltarion - the operational AI platform
03/
Peltarion - the operational AI platform
AI project
at Spotify
Peltarion - the operational AI platform
Spotify architecture
Peltarion - the operational AI platform
Peltarion - the operational AI platform
Collaborative filtering
Peltarion - the operational AI platform
Raw audio recommendations with deep learning
Peltarion - the operational AI platform
04/
Peltarion - the operational AI platform
(In)Famous
AI project
Peltarion - the operational AI platform
Image caption generation
Peltarion - the operational AI platform
Machine translation
Peltarion - the operational AI platform
Amazon, 100k robots, 300k humans
Peltarion - the operational AI platform
Google duplex
Peltarion - the operational AI platform
05/
Peltarion - the operational AI platform
Ending notes
Peltarion - the operational AI platform
Generative choreography
Peltarion - the operational AI platform
Generative choreography
Peltarion
/September 19, 2018
Anders Arpteg, PhD
Principal Data Scientist, Peltarion

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Can the Nordics keep up with AI investments around the world?

  • 1. Peltarion /September 19, 2018 Anders Arpteg, PhD Principal Data Scientist, Peltarion
  • 2. Peltarion - the operational AI platform 01/ Peltarion - the operational AI platform AI introduction
  • 3. Peltarion - the operational AI platform Artificial Intelligence Machine Learning Early artificial intelligence stirs excitement Machine learning begins to flourish Deep Learning Deep learning breakthroughs drive AI boom 1950 1960 1970 1980 1990 2000 2010
  • 4. Peltarion - the operational AI platform Why Deep Learning revolution now? Algorithmic improvements Especially in deep reinforcement learning but also normal DL (ReLUs [Dahl et al., 2013], Dropout [Srivastava et al., 2014], etc.) Better tooling Libraries like TensorFlow and Cloud Services 1 Increase of training data Large datasets of labeled training data like ImageNet Increase of computing power Especially GPUs & Distributed Computing 2 3 4
  • 5. Peltarion - the operational AI platform — Sergey Brin, President / Alphabet
  • 6. Peltarion - the operational AI platform Deep Learning Trend
  • 7. Peltarion - the operational AI platform — Satya Nadella / Microsoft
  • 8. Peltarion - the operational AI platform
  • 9. Peltarion - the operational AI platform 02/ Peltarion - the operational AI platform AI investments
  • 10. Peltarion - the operational AI platform
  • 11. Peltarion - the operational AI platform Sweden
  • 12. Peltarion - the operational AI platform — Financial Times Europe is behind in private investments in AI €2.4-3.2 billion in 2016, compared to €6.5-9.7 billion in Asia and €12.1-18.6 billion in North America
  • 13. Peltarion - the operational AI platform AI initiatives Sweden EU
  • 14. Peltarion - the operational AI platform €1.5 billion for the period 2018-2020 under Horizon 2020 Boost public and private sectors investments to €20 billion by the end of 2020 Support development of an "AI on-demand platform" Access to relevant AI resources in the EU for all users Socio-economical impact brought about by AI Many jobs will be created, but others will disappear and most will be transformed Appropriate ethical and legal framework European AI Alliance European Commission
  • 15. Peltarion - the operational AI platform Societal challenges Workforce Data ownership & privacy Business transformation Immature AI tooling AI monopolies Incentives for industry Academic collaboration Education supporting new society Regulation without hindering innovation Improved AI infrastructure and tooling Concentrate efforts in SwedenCurrent AI state in Sweden High digital literacy Behind in research Average in patents Smart cities Transportation Health and medicine Manufacturing Financial services AI potential Double economic growth in Sweden Automate value chains New business models Transform sectors Agenda 2030 Sustainable development goals Poverty, Health, Environment, Education, Equality, Energy, Economic Growth
  • 16. Peltarion - the operational AI platform Swedish AI Council Mission Skapa en svensk hållbar modell för artificiell intelligens (AI) Goals Definiera en svensk AI-modell Bidra till den nationella debatten inom AI Producera koncisa och sakliga rapporter Fokus bör även läggas kring etik och regleringar
  • 17. Peltarion - the operational AI platform
  • 18. Peltarion - the operational AI platform 02/ Peltarion - the operational AI platform AI projects at Peltarion
  • 19. Peltarion - the operational AI platform The platform that makes AI usable and affordable for all
  • 20. Peltarion - the operational AI platform Example projects
  • 21. Peltarion - the operational AI platform Deep weather Problem Predict wind turbine energy production Cost in Sweden due to poor prediction is about 4 bn SEK/year Current solution Finite element model for weather Finite element model for wind turbine generator Weather model + WTG model + statistical correction -> prediction Predictions are slow and expensive
  • 22. Peltarion - the operational AI platform Deep weather: the AI approach Visible IR Vapour
  • 23. Peltarion - the operational AI platform Deep weather: the model
  • 24. Peltarion - the operational AI platform Deep weather: results
  • 25.
  • 26. Peltarion - the operational AI platform 03/ Peltarion - the operational AI platform AI project at Spotify
  • 27. Peltarion - the operational AI platform Spotify architecture
  • 28. Peltarion - the operational AI platform
  • 29. Peltarion - the operational AI platform Collaborative filtering
  • 30. Peltarion - the operational AI platform Raw audio recommendations with deep learning
  • 31. Peltarion - the operational AI platform 04/ Peltarion - the operational AI platform (In)Famous AI project
  • 32. Peltarion - the operational AI platform Image caption generation
  • 33. Peltarion - the operational AI platform Machine translation
  • 34. Peltarion - the operational AI platform Amazon, 100k robots, 300k humans
  • 35.
  • 36.
  • 37. Peltarion - the operational AI platform Google duplex
  • 38.
  • 39. Peltarion - the operational AI platform 05/ Peltarion - the operational AI platform Ending notes
  • 40. Peltarion - the operational AI platform Generative choreography
  • 41. Peltarion - the operational AI platform Generative choreography
  • 42. Peltarion /September 19, 2018 Anders Arpteg, PhD Principal Data Scientist, Peltarion