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OMM Solutions
TECHtalk #9
1< OMM Solutions GmbH >29.11.2017
www.tech-talks.eu
Einmal im Monat ist TECHtalk Zeit! First come first served!
< OMM Solutions GmbH > 2
Talk: The state of AI & ML
Hype or potential – what‘s possible, how the future will
look like
Speaker: Olaf Horstmann
3< OMM Solutions GmbH >
What is Artifical Intelligence(AI) and Machine Learning(ML)
< OMM Solutions GmbH > 429.11.2017
Artificial Intelligence
Machine Learning
Deep Learning
• Computer vision
• Speech recognition
„Simple“ Rules
• „If battery low, then return to charger.“
• „right-before-left“
Reinforcement Learning
• To automatically improve a
behavior/process
• e.g. Inventory Management
Neural Networks
• Data analysis
• Statistical analysis
Knowledge Bases + Interpretation
e.g. Access to Wikipedia
Generative Adversarial
Networks
• Generation of data
• Image generation
Many more…
General Algorithms
• Path-calculation from A to B
• Calculating the stopping distance at X km/h
„Data as the objective“
• List a set of rules
• extend the list if new cases are found
„Data as the source“
• Implement a set of algorithms
• Let the machine make its own learnings
• Virtual Personal Assistants (Siri, Alexa & Co.)
• Music/Video recommendation
• Purchase Predictions (Amazon already knows what you will buy next)
• News Generation
• Many news-sites (like Yahoo) use AI to write news stories like financial summaries
You use them every day
“Basic” applications of AI
29.11.2017 < OMM Solutions GmbH > 5
• 1989 – ALVINN the first self-driving car hits the road (max. 110km/h)
• 05/1997 – Deep Blue beats Garry Kasparov in chess (3½–2½)
• 02/2010 – Watson can beat any human player in Jeopardy
• 01/2016 – in 2015 there where about 1.98 accidents per mio. Km driven with an
autonomous vehicle - NONE of which have been caused by the self-driving car (vs. 2.6
accidents per mio. Km for human drivers)1
• 03/2016 – AlphaGo beats Lee Sedol in Go (4–1)
• 08/2017 – OpenAI creates an AI that beats champions in the computer game “Dota 2”
• 10/2017 – AlphaGo Zero beats AlphaGo (100–0) with a fraction of AlphaGo’s power
consumtion
1) https://www.vtti.vt.edu/featured/?p=422
A brief history
AIs competing vs. humans
29.11.2017 < OMM Solutions GmbH > 6
Which image is real, which one is “drawn” by a computer?
Can an AI generate realistic photographs?
29.11.2017 < OMM Solutions GmbH > 7
Which image is real, which one is “drawn” by a computer?
Can an AI generate realistic photographs?
29.11.2017 < OMM Solutions GmbH > 8
http://research.nvidia.com/publication/2017-10_Progressive-Growing-of
Image synthesis from textual input
29.11.2017 < OMM Solutions GmbH > 9
“This bird sits close to the ground with his short yellow
tarsus and feet; his bill is long and is also yellow”
Image synthesis from textual input
29.11.2017 < OMM Solutions GmbH > 10
“The small bird has a red head with feathers that fade
from red to gray from head to tail”
Image synthesis from textual input
29.11.2017 < OMM Solutions GmbH > 11
“This flower has petals that are yellow with shades of
orange”
AI in art & culture
29.11.2017 < OMM Solutions GmbH > 12
Orange Light
I conduct myself in a windy manner because I
am
drunk and enchanted in this field.
The oxygen around my head is rabid
and filled with orange light
like a equinoctial tiger to its flesh.
My heart moves violently
on this neon ship.
I promise as I were a rotting ghost
forced half-open in love
in front of the gray agony of the darkness
and decaying droplets of acidulous gold.
AI in art & culture
29.11.2017 < OMM Solutions GmbH > 13
https://rpiai.wordpress.com/2015/01/24/turing-test-passed-using-computer-generated-
poetry/
A Conceit
Give me your hand
Make room for me
to lead and follow
you
beyond this rage of poetry.
Let others have
the privacy of
touching words
and love of loss
of love.
For me
Give me your hand.
- Maya Angelou
Image translation
29.11.2017 < OMM Solutions GmbH > 14
When resizing images, quality is lost
Image Resizing
29.11.2017 < OMM Solutions GmbH > 15
Photo by Pierre Van Crombrugghe on Unsplash
https://letsenhance.io/
AI can solve this issue
29.11.2017 < OMM Solutions GmbH > 16
Make anyone say anything
Generating Speech
29.11.2017 < OMM Solutions GmbH > 17
• Demo: https://lyrebird.ai/demo/
…and then make those voices believable
Generating Videos
29.11.2017 < OMM Solutions GmbH > 18
Demo
• https://teachablemachine.withgoogle.com/
Image recognition
< OMM Solutions GmbH > 1929.11.2017
Darknet YOLO v2
• OpenSource, free to use
How many elements can you localize this fast?
Realtime Image recognition
29.11.2017 < OMM Solutions GmbH > 20
It exists today!
Self-driving car-tech for below 1000$
29.11.2017 < OMM Solutions GmbH > 21
https://www.youtube.com/watch?v=GzrHNI6eCHo
Human engineering vs. AI engineering
Cheaper, faster, more accurate
AI for academic professions
29.11.2017 < OMM Solutions GmbH > 23
https://www.youtube.com/watch?v=8rwqWoBasuc
• DXplain was developed in 1987 to support with a possible diagnoses for a given set of
symptoms
• IBM’s Watson
• scans billions of medical scans and images
• Identifies tumors and heart diseas
• Doctor Hazel (App) claims to predict skin cancer with more than 90% accuracy
Medical applications
AI for academic professions
29.11.2017 < OMM Solutions GmbH > 24
Technological Singularity
The future
29.11.2017 < OMM Solutions GmbH > 25
AI paired with powerful robotics
29.11.2017 < OMM Solutions GmbH > 27
Well, the AI already …
• … drives safer than you
• … knows more than you
• … can analyse images quicker than you
• … speaks more languages than you
• … draws better pictures than you
• … writes texts faster than you
• … can do a backflip without sweating
• … does not need any sleep
… you don’t need to think you’re safe!
So, how will this affect me?
29.11.2017 < OMM Solutions GmbH > 28
Part 2 (in January) will be about how AI will affect you, your job and your future!
AI is not just a hype - it’s already here
29.11.2017 < OMM Solutions GmbH > 29
The state of AI & ML Hype or potential – what‘s possible, how the future will look like
29.11.2017 < OMM Solutions GmbH > 31
Vielen Dank für Eure Aufmerksamkeit!
32< OMM Solutions GmbH >
Ihr persönlicher Ansprechpartner
Fragen oder Interesse?
< OMM Solutions GmbH > 33
Olaf Horstmann
Technology & Innovation
OMM Solutions GmbH
Vor dem Lauch 4
70567 Stuttgart
Germany
oh@omm-solutions.de
+49 (0)711 75 86 46 04
34< OMM Solutions GmbH >
www.omm-solutions.de
OMM Solutions GmbH
Vor dem Lauch 4
70567 Stuttgart
Geschäftsführer
Martin Allmendinger
Malte Horstmann
Olaf Horstmann
Kontakt
Telefon: +49 711 6747 051-0
E-Mail: info@omm-solutions.de
Umsatzsteuer-ID: DE295716572
Sitz der Gesellschaft: Stuttgart
Amtsgericht Stuttgart, HRB 749562
Impressum

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The state of AI & ML Hype or potential – what‘s possible, how the future will look like

  • 1. OMM Solutions TECHtalk #9 1< OMM Solutions GmbH >29.11.2017 www.tech-talks.eu
  • 2. Einmal im Monat ist TECHtalk Zeit! First come first served! < OMM Solutions GmbH > 2
  • 3. Talk: The state of AI & ML Hype or potential – what‘s possible, how the future will look like Speaker: Olaf Horstmann 3< OMM Solutions GmbH >
  • 4. What is Artifical Intelligence(AI) and Machine Learning(ML) < OMM Solutions GmbH > 429.11.2017 Artificial Intelligence Machine Learning Deep Learning • Computer vision • Speech recognition „Simple“ Rules • „If battery low, then return to charger.“ • „right-before-left“ Reinforcement Learning • To automatically improve a behavior/process • e.g. Inventory Management Neural Networks • Data analysis • Statistical analysis Knowledge Bases + Interpretation e.g. Access to Wikipedia Generative Adversarial Networks • Generation of data • Image generation Many more… General Algorithms • Path-calculation from A to B • Calculating the stopping distance at X km/h „Data as the objective“ • List a set of rules • extend the list if new cases are found „Data as the source“ • Implement a set of algorithms • Let the machine make its own learnings
  • 5. • Virtual Personal Assistants (Siri, Alexa & Co.) • Music/Video recommendation • Purchase Predictions (Amazon already knows what you will buy next) • News Generation • Many news-sites (like Yahoo) use AI to write news stories like financial summaries You use them every day “Basic” applications of AI 29.11.2017 < OMM Solutions GmbH > 5
  • 6. • 1989 – ALVINN the first self-driving car hits the road (max. 110km/h) • 05/1997 – Deep Blue beats Garry Kasparov in chess (3½–2½) • 02/2010 – Watson can beat any human player in Jeopardy • 01/2016 – in 2015 there where about 1.98 accidents per mio. Km driven with an autonomous vehicle - NONE of which have been caused by the self-driving car (vs. 2.6 accidents per mio. Km for human drivers)1 • 03/2016 – AlphaGo beats Lee Sedol in Go (4–1) • 08/2017 – OpenAI creates an AI that beats champions in the computer game “Dota 2” • 10/2017 – AlphaGo Zero beats AlphaGo (100–0) with a fraction of AlphaGo’s power consumtion 1) https://www.vtti.vt.edu/featured/?p=422 A brief history AIs competing vs. humans 29.11.2017 < OMM Solutions GmbH > 6
  • 7. Which image is real, which one is “drawn” by a computer? Can an AI generate realistic photographs? 29.11.2017 < OMM Solutions GmbH > 7
  • 8. Which image is real, which one is “drawn” by a computer? Can an AI generate realistic photographs? 29.11.2017 < OMM Solutions GmbH > 8 http://research.nvidia.com/publication/2017-10_Progressive-Growing-of
  • 9. Image synthesis from textual input 29.11.2017 < OMM Solutions GmbH > 9 “This bird sits close to the ground with his short yellow tarsus and feet; his bill is long and is also yellow”
  • 10. Image synthesis from textual input 29.11.2017 < OMM Solutions GmbH > 10 “The small bird has a red head with feathers that fade from red to gray from head to tail”
  • 11. Image synthesis from textual input 29.11.2017 < OMM Solutions GmbH > 11 “This flower has petals that are yellow with shades of orange”
  • 12. AI in art & culture 29.11.2017 < OMM Solutions GmbH > 12
  • 13. Orange Light I conduct myself in a windy manner because I am drunk and enchanted in this field. The oxygen around my head is rabid and filled with orange light like a equinoctial tiger to its flesh. My heart moves violently on this neon ship. I promise as I were a rotting ghost forced half-open in love in front of the gray agony of the darkness and decaying droplets of acidulous gold. AI in art & culture 29.11.2017 < OMM Solutions GmbH > 13 https://rpiai.wordpress.com/2015/01/24/turing-test-passed-using-computer-generated- poetry/ A Conceit Give me your hand Make room for me to lead and follow you beyond this rage of poetry. Let others have the privacy of touching words and love of loss of love. For me Give me your hand. - Maya Angelou
  • 14. Image translation 29.11.2017 < OMM Solutions GmbH > 14
  • 15. When resizing images, quality is lost Image Resizing 29.11.2017 < OMM Solutions GmbH > 15 Photo by Pierre Van Crombrugghe on Unsplash
  • 16. https://letsenhance.io/ AI can solve this issue 29.11.2017 < OMM Solutions GmbH > 16
  • 17. Make anyone say anything Generating Speech 29.11.2017 < OMM Solutions GmbH > 17 • Demo: https://lyrebird.ai/demo/
  • 18. …and then make those voices believable Generating Videos 29.11.2017 < OMM Solutions GmbH > 18
  • 20. Darknet YOLO v2 • OpenSource, free to use How many elements can you localize this fast? Realtime Image recognition 29.11.2017 < OMM Solutions GmbH > 20
  • 21. It exists today! Self-driving car-tech for below 1000$ 29.11.2017 < OMM Solutions GmbH > 21 https://www.youtube.com/watch?v=GzrHNI6eCHo
  • 22. Human engineering vs. AI engineering Cheaper, faster, more accurate AI for academic professions 29.11.2017 < OMM Solutions GmbH > 23 https://www.youtube.com/watch?v=8rwqWoBasuc
  • 23. • DXplain was developed in 1987 to support with a possible diagnoses for a given set of symptoms • IBM’s Watson • scans billions of medical scans and images • Identifies tumors and heart diseas • Doctor Hazel (App) claims to predict skin cancer with more than 90% accuracy Medical applications AI for academic professions 29.11.2017 < OMM Solutions GmbH > 24
  • 25. AI paired with powerful robotics 29.11.2017 < OMM Solutions GmbH > 27
  • 26. Well, the AI already … • … drives safer than you • … knows more than you • … can analyse images quicker than you • … speaks more languages than you • … draws better pictures than you • … writes texts faster than you • … can do a backflip without sweating • … does not need any sleep … you don’t need to think you’re safe! So, how will this affect me? 29.11.2017 < OMM Solutions GmbH > 28
  • 27. Part 2 (in January) will be about how AI will affect you, your job and your future! AI is not just a hype - it’s already here 29.11.2017 < OMM Solutions GmbH > 29
  • 29. 29.11.2017 < OMM Solutions GmbH > 31
  • 30. Vielen Dank für Eure Aufmerksamkeit! 32< OMM Solutions GmbH >
  • 31. Ihr persönlicher Ansprechpartner Fragen oder Interesse? < OMM Solutions GmbH > 33 Olaf Horstmann Technology & Innovation OMM Solutions GmbH Vor dem Lauch 4 70567 Stuttgart Germany oh@omm-solutions.de +49 (0)711 75 86 46 04
  • 32. 34< OMM Solutions GmbH > www.omm-solutions.de OMM Solutions GmbH Vor dem Lauch 4 70567 Stuttgart Geschäftsführer Martin Allmendinger Malte Horstmann Olaf Horstmann Kontakt Telefon: +49 711 6747 051-0 E-Mail: info@omm-solutions.de Umsatzsteuer-ID: DE295716572 Sitz der Gesellschaft: Stuttgart Amtsgericht Stuttgart, HRB 749562 Impressum