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Kyunghoon Kim
UNIST
Department of Mathematical Sciences
Nov, 2018
kyunghoon@unist.ac.kr
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 2
Contents
Kyunghoon Kim (UNIST) Basic statistics using Python3 Aug 23, 2018
Ch 1. ?
Ch 2.
Ch 3.
Ch 4.
Ch 5.
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 4
?
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 5
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 6
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 7
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 8
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 9
?
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 10
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 11
"컴퓨터가 생각하게 하는 흥미로운 새 시도.. 문자 그
대로의 완전한 의미에서 마음을 가진 기계"
(Haugeland, 1985)
"인간의 사고, 그리고 의사결정, 문제 풀기, 학습 등의
활동에 연관시킬 수 있는 활동들(의 자동화)"
(Bellman, 1978)
"계산 모형을 이용한 정신 능력 연구."
(Charniak, McDermott, 1985)
"인지와 추론, 행위를 가능하게 하는 계산의 연구"
(Winston, 1992)
"사람이 지능적으로 수행해야 하는 기능을 수행하는
기계의 제작을 위한 기술"
(Kurzweil, 1990)
"현재로서는 사람이 더 잘하는 것들을 컴퓨터가 하게
만드는 방법에 대한 연구"
(Rich, Kninght, 1991)
"계산 지능은 지능적 에이전트의 설계에 관한 연구이
다"
(Poole 외, 1998)
"인공지능은... 인공물의 지능적 행동에 관련된 것이
다."
(Nilsson, 1998)
Artificial Intelligent: A Modern Approach, Third Edition
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 12
(1950)
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 13
Electroencephalography (EEG)
https://twitter.com/storiamedicina/status/908065832034619392
Berger Wave
Hans berger (1929)
- John Searle
/ /
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 14
(fMRI, functional magnetic resonance imaging)
http://www.ebsmath.co.kr/resource/rscView?cate=10096&cate2=10148&cate3=10254&rscTpDscd=RTP10&grdCd=MGRD01&sno=21250&type=S&historyYn=study
http://clipbank.ebs.co.kr/clip/view?clipId=VOD_20111217_00304&reqId=100809
https://www.youtube.com/watch?v=7Qw8lZiFo1c
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 15
Consciousness
https://www.ted.com/talks/david_chalmers_how_do_you_explain_consciousness
- Roger penrose
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 16
(2015)
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 17
(2015)
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 18
(2015)
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 19
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 20
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 21
= ?
http://news.chosun.com/misaeng/site/data/html_dir/2017/01/04/2017010400130.html
= ?
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 22
= ?
= ?
http://news.chosun.com/misaeng/site/data/html_dir/2017/01/04/2017010400130.html
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 24
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 25
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 26


Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 27
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 28
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 29
Navigation
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 30
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 31
AlphaGo
http://www.zdnet.co.kr/column/column_view.asp?artice_id=20171019175720
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 32
DeepFace
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 33
Facebook AI research
https://research.fb.com/videos/facebook-ai-researchers-advance-the-field-of-machine-intelligence/
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 34
http://www.kca.go.kr/brd/m_46/down.do?itm_nm=%EC%A0%84%EC%B2%B4&brd_id=R001&seq=2183&data_tp=A&file_seq=2&psig=AOvVaw0XSxEXfN3-mX69KzGilaHV&ust=1542957085673619
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 36
(Tribes)
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 37
(Tribes)
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 38
What are the five tribes?
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 39
Phases of evolution
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 40
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 41
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 42
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 43
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 44
https://link.springer.com/chapter/10.1007/978-1-4842-3357-3_11
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 45
https://www.khanacademy.org/science/biology/human-biology/neuron-nervous-system/a/overview-of-neuron-structure-and-function
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 46
https://rkbookreviews.wordpress.com/2016/01/13/the-master-algorithm-book-summary/
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 47
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 48
The Google Cat Network
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 49
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 50
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 51
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 52
Bayes Rule
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 53
Spam Filtering (Classification)
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 54
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 55
Support Vector Machine (SVM)
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 56
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 57
Master Equation
Pedro Domingos, The Master Algorithm, 2015
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 58
AI
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 59
Deep learning from AI
https://blogs.nvidia.com/blog/2016/07/29/whats-difference-artificial-intelligence-machine-learning-deep-learning-ai/
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 60
Deep Learning
https://insidebigdata.com/2017/05/22/differentiating-between-ai-machine-learning-and-deep-learning/
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 62
word2vec
https://opensource.googleblog.com/2013/08/learning-meaning-behind-words.html
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 63
wevi
https://ronxin.github.io/wevi/
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 64
Playground
https://playground.tensorflow.org
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 65
Classify 2D
https://cs.stanford.edu/people/karpathy/convnetjs/demo/classify2d.html
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 66
Pacman
https://storage.googleapis.com/tfjs-examples/webcam-transfer-learning/dist/index.html
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 67
Pose Estimation
https://storage.googleapis.com/tfjs-models/demos/posenet/camera.html
Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 69
10 2018

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2018 인공지능에 대하여

  • 1. Kyunghoon Kim UNIST Department of Mathematical Sciences Nov, 2018 kyunghoon@unist.ac.kr
  • 2. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 2 Contents Kyunghoon Kim (UNIST) Basic statistics using Python3 Aug 23, 2018 Ch 1. ? Ch 2. Ch 3. Ch 4. Ch 5.
  • 3.
  • 4. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 4 ?
  • 5. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 5
  • 6. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 6
  • 7. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 7
  • 8. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 8
  • 9. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 9 ?
  • 10. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 10
  • 11. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 11 "컴퓨터가 생각하게 하는 흥미로운 새 시도.. 문자 그 대로의 완전한 의미에서 마음을 가진 기계" (Haugeland, 1985) "인간의 사고, 그리고 의사결정, 문제 풀기, 학습 등의 활동에 연관시킬 수 있는 활동들(의 자동화)" (Bellman, 1978) "계산 모형을 이용한 정신 능력 연구." (Charniak, McDermott, 1985) "인지와 추론, 행위를 가능하게 하는 계산의 연구" (Winston, 1992) "사람이 지능적으로 수행해야 하는 기능을 수행하는 기계의 제작을 위한 기술" (Kurzweil, 1990) "현재로서는 사람이 더 잘하는 것들을 컴퓨터가 하게 만드는 방법에 대한 연구" (Rich, Kninght, 1991) "계산 지능은 지능적 에이전트의 설계에 관한 연구이 다" (Poole 외, 1998) "인공지능은... 인공물의 지능적 행동에 관련된 것이 다." (Nilsson, 1998) Artificial Intelligent: A Modern Approach, Third Edition
  • 12. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 12 (1950)
  • 13. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 13 Electroencephalography (EEG) https://twitter.com/storiamedicina/status/908065832034619392 Berger Wave Hans berger (1929) - John Searle / /
  • 14. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 14 (fMRI, functional magnetic resonance imaging) http://www.ebsmath.co.kr/resource/rscView?cate=10096&cate2=10148&cate3=10254&rscTpDscd=RTP10&grdCd=MGRD01&sno=21250&type=S&historyYn=study http://clipbank.ebs.co.kr/clip/view?clipId=VOD_20111217_00304&reqId=100809 https://www.youtube.com/watch?v=7Qw8lZiFo1c
  • 15. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 15 Consciousness https://www.ted.com/talks/david_chalmers_how_do_you_explain_consciousness - Roger penrose
  • 16. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 16 (2015)
  • 17. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 17 (2015)
  • 18. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 18 (2015)
  • 19. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 19
  • 20. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 20
  • 21. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 21 = ? http://news.chosun.com/misaeng/site/data/html_dir/2017/01/04/2017010400130.html = ?
  • 22. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 22 = ? = ? http://news.chosun.com/misaeng/site/data/html_dir/2017/01/04/2017010400130.html
  • 23.
  • 24. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 24
  • 25. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 25
  • 26. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 26 

  • 27. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 27
  • 28. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 28
  • 29. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 29 Navigation
  • 30. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 30
  • 31. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 31 AlphaGo http://www.zdnet.co.kr/column/column_view.asp?artice_id=20171019175720
  • 32. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 32 DeepFace
  • 33. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 33 Facebook AI research https://research.fb.com/videos/facebook-ai-researchers-advance-the-field-of-machine-intelligence/
  • 34. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 34 http://www.kca.go.kr/brd/m_46/down.do?itm_nm=%EC%A0%84%EC%B2%B4&brd_id=R001&seq=2183&data_tp=A&file_seq=2&psig=AOvVaw0XSxEXfN3-mX69KzGilaHV&ust=1542957085673619
  • 35.
  • 36. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 36 (Tribes)
  • 37. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 37 (Tribes)
  • 38. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 38 What are the five tribes?
  • 39. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 39 Phases of evolution
  • 40. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 40 Pedro Domingos, The Master Algorithm, 2015
  • 41. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 41 Pedro Domingos, The Master Algorithm, 2015
  • 42. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 42 Pedro Domingos, The Master Algorithm, 2015
  • 43. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 43 Pedro Domingos, The Master Algorithm, 2015
  • 44. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 44 https://link.springer.com/chapter/10.1007/978-1-4842-3357-3_11
  • 45. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 45 https://www.khanacademy.org/science/biology/human-biology/neuron-nervous-system/a/overview-of-neuron-structure-and-function
  • 46. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 46 https://rkbookreviews.wordpress.com/2016/01/13/the-master-algorithm-book-summary/
  • 47. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 47 Pedro Domingos, The Master Algorithm, 2015
  • 48. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 48 The Google Cat Network Pedro Domingos, The Master Algorithm, 2015
  • 49. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 49 Pedro Domingos, The Master Algorithm, 2015
  • 50. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 50 Pedro Domingos, The Master Algorithm, 2015
  • 51. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 51 Pedro Domingos, The Master Algorithm, 2015
  • 52. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 52 Bayes Rule Pedro Domingos, The Master Algorithm, 2015
  • 53. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 53 Spam Filtering (Classification) Pedro Domingos, The Master Algorithm, 2015
  • 54. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 54 Pedro Domingos, The Master Algorithm, 2015
  • 55. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 55 Support Vector Machine (SVM) Pedro Domingos, The Master Algorithm, 2015
  • 56. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 56 Pedro Domingos, The Master Algorithm, 2015
  • 57. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 57 Master Equation Pedro Domingos, The Master Algorithm, 2015
  • 58. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 58 AI
  • 59. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 59 Deep learning from AI https://blogs.nvidia.com/blog/2016/07/29/whats-difference-artificial-intelligence-machine-learning-deep-learning-ai/
  • 60. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 60 Deep Learning https://insidebigdata.com/2017/05/22/differentiating-between-ai-machine-learning-and-deep-learning/
  • 61.
  • 62. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 62 word2vec https://opensource.googleblog.com/2013/08/learning-meaning-behind-words.html
  • 63. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 63 wevi https://ronxin.github.io/wevi/
  • 64. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 64 Playground https://playground.tensorflow.org
  • 65. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 65 Classify 2D https://cs.stanford.edu/people/karpathy/convnetjs/demo/classify2d.html
  • 66. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 66 Pacman https://storage.googleapis.com/tfjs-examples/webcam-transfer-learning/dist/index.html
  • 67. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 67 Pose Estimation https://storage.googleapis.com/tfjs-models/demos/posenet/camera.html
  • 68.
  • 69. Kyunghoon Kim (UNIST) / 69(About A.I.) Nov, 2018 69 10 2018