The Rise of the Machines: Understanding How Data Accelerates AI
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The document discusses the exponential growth of data and its impact on artificial intelligence, projecting future data volumes to reach 180 zettabytes by 2025. It highlights the significance of data in powering AI technologies like facial recognition and AI game players. The presentation concludes with an assertion that today's rate of technological progress will only accelerate in the future.
The Rise of the Machines: Understanding How Data Accelerates AI
- 1. http://i.huffpost.com/gen/2223300/images/o-SCARY-TERMINATOR-ROBOT-facebook.jpg the rise of the machines understanding how data accelerates AI Volker Hirsch @vhirsch ALPSP, NOORDwijk 15 September 2017
- 7. All Text Content x 1 0 0 , 0 0 0 = 1 Exabyte Library of Congress
- 9. Image:TheSKAOrganisation 4.9 ZeTtabyte p.a. (that’s 5x the internet)
- 10. Source:IDCDigitalUniverseStudy(2012) 2025 180,000,000,000,000,000,000,000 Byte (180 Zettabyte = 180,000 Exabyte) http://coe.ba/wp-content/uploads/2016/03/bitcoin-binary.jpg Source: IDC
- 13. Exponential Growth 0 0 200k 400k 600k 800k 1m 5 10 15 20 x g(x Computing Data capture Data sources
- 15. Metcalfe’s Law V N2~ https://static.independent.co.uk/s3fs-public/thumbnails/image/2014/09/11/20/Telephone-3.jpg 0 10 0 20 30 40 50 60 1 2 3 4 5 f(x x2
- 16. A machine is a data node http://i.huffpost.com/gen/2223300/images/o-SCARY-TERMINATOR-ROBOT-facebook.jpg
- 17. Factory Worker TESla factory, Fremont, California
- 20. Amazon automated warehouse warehouse logistics
- 23. Baxter Prof Stefanie Tellex Brown University
- 24. RIP. It was good while it lasted...
- 25. The Matrix
- 26. Data is is at the Centre
- 28. DeepFace: Convolutional Neural Networks https://www.jwtintelligence.com/wp-content/uploads/2016/12/WEB_DeepFace-facial-recognition-app-by-Facebook.jpg Face Recognition with 98% accuracy (that is Better than a human - or the FBI)
- 30. Alpha Go Go Board. Image: Wikipedia Commons
- 31. Go Board. Image: Wikipedia Commons Advanced Tree Search 2 Neural Networks (Policy & Value) 12 network layers Reinforcement Learning Algorithms Alpha Go
- 32. Pattern recognition jackson pollock, Alchemy, 1947, Solomon R Guggenheim Museum, New York
- 33. MoreDimensions
- 34. https://i.ytimg.com/vi/vDCdWgwXgLE/maxresdefault.jpg More network nodes + More sensors + More raw data + Machine Learning + Artificial Intelligence = More Structured Data = More SENSE MoreDimensions
- 35. 0 10 0 20 30 40 50 60 1 2 3 4 5 f(x x2 h(x x2 + 2x x g(x The future comes EvenFaster... http://blog.speculist.com/wp-content/uploads/2015/01/Speed.jpg
- 36. Today is the slowest pace of progress you will ever know Phrase coined by Jonathan Macdonald http://www.baltana.com/files/wallpapers-5/Speed-Effect-Widescreen-Wallpapers-18277.jpg
- 37. Thank You! @vhirsch me@vhirsch.com +44 7843 599 678