Big Data, Analytics und Machine Learning: die Herrschaft der Daten

1. Big Data, Analytics und
Machine Learning:
die Herrschaft der Daten
München 18. Juli 2016
Tag der Technik
Peter Seeberg, Albert Krohn

2. 2Copyright © 2016 Softing Industrial. All rights reserved.
1
0
1
1
0
11
11
0
0 0
0
10
0
0
1
0
0
0
1
11
11
1 1
1
1
1
1
1 1 1
1
11
10
1
0 1
1
1
10
0
000
0
0
1 1
1
0
0
0
00
1
111
1 1 1 1
10
00
0
0 0 0
0
000
0
0
0
0 0
1 1
1 1 1 1
1
1
0
00
0
00
0
0
0 0
0
0
0
0
11
1
1
1
1
111
1 1
1
00
0
0
0
0
0 0 0
0
01
11
11
1
1
1
11
1 1
10
0
00
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0 0 0
0
0
0 0
0
0
0
00
00
0
0 0
0
0 0
0 0
0
0
00
0
0 0
0 0
1
1 1
1
1
1 1 1
1
1
11
1
11
1
1
1
111
1
1 1
1
1
1
11 1
1
1
1
1
1
1 1
1
1 0
000
0 00 0
0
0
0
0 0
0
0
000
00
0
0
000
0
00
0
0
0
0
0
0
0
0 0 0 0
0
0 0
1 1 1
1 1 11
1
1
1 1 11
1 1 1 1
111
1
1
111
11
1
11
11
1 1 1 1
1

3. 3Copyright © 2016 Softing Industrial. All rights reserved.
KB

4. 4Copyright © 2016 Softing Industrial. All rights reserved.
©Google,Amazon,Facebook,Apple

5. 5Copyright © 2016 Softing Industrial. All rights reserved.
©Microsoft,SAP,GE,Siemens

6. 6Copyright © 2016 Softing Industrial. All rights reserved.
©Intel,1971

7. 7Copyright © 2016 Softing Industrial. All rights reserved.
Algorithmus EntscheidungDaten
©PeterSeeberg/Softing,2016

8. 8Copyright © 2016 Softing Industrial. All rights reserved.

9. 9Copyright © 2016 Softing Industrial. All rights reserved.

10. 10Copyright © 2016 Softing Industrial. All rights reserved.
In 1959, Arthur Samuel
defined machine learning
as a "Field of study that
gives computers the ability
to learn without being
explicitly programmed"

11. 11Copyright © 2016 Softing Industrial. All rights reserved.
What’s the difference between
machine learning, statistics,
and data mining?
An expert opinion:
There is no difference

12. 12Copyright © 2016 Softing Industrial. All rights reserved.

13. 13Copyright © 2016 Softing Industrial. All rights reserved.

14. 14Copyright © 2016 Softing Industrial. All rights reserved.

15. 15Copyright © 2016 Softing Industrial. All rights reserved.

16. 16Copyright © 2016 Softing Industrial. All rights reserved.

17. 17Copyright © 2016 Softing Industrial. All rights reserved.

18. 18Copyright © 2016 Softing Industrial. All rights reserved.

19. 19Copyright © 2016 Softing Industrial. All rights reserved.
statistics……………

20. 20Copyright © 2016 Softing Industrial. All rights reserved.
data mining….
statistics……………

21. 21Copyright © 2016 Softing Industrial. All rights reserved.
machine learning
data mining….
statistics……………

22. 22Copyright © 2016 Softing Industrial. All rights reserved.
statistics……………
data mining….
machine learning

23. 23Copyright © 2016 Softing Industrial. All rights reserved.

24. 24Copyright © 2016 Softing Industrial. All rights reserved.
©AndrewNg,2016

25. 25Copyright © 2016 Softing Industrial. All rights reserved.

26. 26Copyright © 2016 Softing Industrial. All rights reserved.

27. 27Copyright © 2016 Softing Industrial. All rights reserved.

28. 28Copyright © 2016 Softing Industrial. All rights reserved.
Alter
Sorte
alt jung
veredelt natürlich
reichhaltig mager
ja
ja nein
nein
Boden

29. 29Copyright © 2016 Softing Industrial. All rights reserved.
Lineare
Regression

30. 30Copyright © 2016 Softing Industrial. All rights reserved.
Deep Learning
Neural Network
©MichaelNielsen/Jan2016

31. 31Copyright © 2016 Softing Industrial. All rights reserved.

32. 32Copyright © 2016 Softing Industrial. All rights reserved.

33. 33Copyright © 2016 Softing Industrial. All rights reserved.
©AndrewNg,2016

34. 34Copyright © 2016 Softing Industrial. All rights reserved.
©USUSoftwareAG,2016

35. 35Copyright © 2016 Softing Industrial. All rights reserved.
©Microsoft,2016
PrincipalComponentsAnalysis

36. 36Copyright © 2016 Softing Industrial. All rights reserved.
SelfOrganizingMap(SOM)

37. 37Copyright © 2016 Softing Industrial. All rights reserved.
Support Vector ClusteringNeural Networks
Principal Component
Analysis
K-Means
K-Nearest
Support Vector Machines
Algorithms for Anomaly Detection
Supervised / Classification Unsupervised / Clustering
Kalman Filter

38. 38Copyright © 2016 Softing Industrial. All rights reserved.
„Mittlerweile
könne
man
dank
technischer
Anwendungen
wie
Skype
die
richtigen
Übersetzer
zuschalten.“
©Google,2016
Reinforced Learning

39. 39Copyright © 2016 Softing Industrial. All rights reserved.
„Mittlerweile
könne
man
dank
technischer
Anwendungen
wie
Skype
die
richtigen
Übersetzer
zuschalten.“

40. 40Copyright © 2016 Softing Industrial. All rights reserved.
„Mittlerweile
könne
man
dank
technischer
Anwendungen
wie
Skype
die
richtigen
Übersetzer
zuschalten.“

41. 41Copyright © 2016 Softing Industrial. All rights reserved.
©TechnischenUniversitätDelft(TUDelft),Microsoft,
INGBank,MuseumHetRembrandthuisundMaurithuis,2016

42. 42Copyright © 2016 Softing Industrial. All rights reserved.
©Microsoft,2016

43. 43Copyright © 2016 Softing Industrial. All rights reserved.
60%
60%
40%
40%

44. 44Copyright © 2016 Softing Industrial. All rights reserved.

45. 45Copyright © 2016 Softing Industrial. All rights reserved.

46. 46Copyright © 2016 Softing Industrial. All rights reserved.
©Microsoft,2015

47. 47Copyright © 2016 Softing Industrial. All rights reserved.
©Apple,2015

48. 48Copyright © 2016 Softing Industrial. All rights reserved.
©Google,2015

49. 49Copyright © 2016 Softing Industrial. All rights reserved.
©Microsoft,http://how-old.net/#

50. 50Copyright © 2016 Softing Industrial. All rights reserved.
©Microsofthttps://www.microsoft.com/cognitive-services/en-
us/emotion-api

51. 51Copyright © 2016 Softing Industrial. All rights reserved.
azure
©Microsoft,2015

52. 52Copyright © 2016 Softing Industrial. All rights reserved.
sap
©Microsoft,2015

53. 53Copyright © 2016 Softing Industrial. All rights reserved.
sap
©SAP,2015

54. 54Copyright © 2016 Softing Industrial. All rights reserved.

55. 55Copyright © 2016 Softing Industrial. All rights reserved.
google
©Google,2015

56. 56Copyright © 2016 Softing Industrial. All rights reserved.
©Heise,2016

57. 57Copyright © 2016 Softing Industrial. All rights reserved.

58. 58Copyright © 2016 Softing Industrial. All rights reserved.
©IBM,2015

59. 59Copyright © 2016 Softing Industrial. All rights reserved.

60. 60Copyright © 2016 Softing Industrial. All rights reserved.
©Google,2016

61. 61Copyright © 2016 Softing Industrial. All rights reserved.
©TwentiethCenturyFox,2004

62. 62Copyright © 2016 Softing Industrial. All rights reserved.
©ZoharLazar,NewYorkTimes,2016

63. 63Copyright © 2016 Softing Industrial. All rights reserved.
ElonMusk
StephenHawkingSteveWozniak
BillGates

64. 64Copyright © 2016 Softing Industrial. All rights reserved.
JürgenSchmidhuber
RaymondKurzweil

65. 65Copyright © 2016 Softing Industrial. All rights reserved.
Algorithmus EntscheidungDaten
©PeterSeeberg/Softing,2016

66. 66Copyright © 2016 Softing Industrial. All rights reserved.
Peter Seeberg
Business Development Manager
Industrial Data Intelligence
Softing Industrial Automation GmbH
Vielen Dank für Ihre Aufmerksamkeit!
www.industrial.softing.com