The document discusses the impact of mobile computing and machine learning on the global economy, emphasizing the importance of data collection and analysis. It highlights advancements in technology, particularly in the context of Taiwan's role in global talent and digital transformation. Additionally, it presents data and metrics related to quality indices in manufacturing, indicating significant improvements through AI applications over a six-month period.

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7. 7(Slide Credit: McKinsey&Company)

8. 8
https://youtu.be/_5cU_JcJRPg

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11. arxiv.org/abs/1703.02442
Tumor localization score (FROC):
model: 0.89
pathologist: 0.73
(Slide Credit: Google Brain)

12. 12
Mobile computing, inexpensive sensors collecting terabytes of data, and the
rise of machine learning that can use that data will fundamentally change the
way the global economy is organized.
- Fortune, “CEOs:The Revolution is Coming,” March 2016

13. 2017.03

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15. Where is the Role of Taiwan?
15(Slide Credit: Google)
Social Big Data

17. March – November in 2017
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22. Global Talent 2021 Report
22
(Source: https://www.oxfordeconomics.com/my-oxford/projects/128942)

23. Project θ Weekly Meetings at NCTU
and Also Online with Academia Sinica
June 6, 2017

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Typical PCB defects

27. Typical defects after
SMT (Surface-Mount Technology) process
…
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https://www.researchmfg.com/2011/02/soldering-defect-symptom/

28. More SMT/DIP Defect Examples
28

29. Convolution Neural Networks + Transfer Learning
Pre-trained using 14-million image dataset
ResNet with > 8-million parameters
Input
images
Model training /
inference
OK
OK

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33. : 61%
QualityIndex

34. 34
: 61%
: 98%
QualityIndex

35. Especially important for equipment with high failure cost (such as
motors in machine tools)
Also important for expensive consumables (such as blades used in
precision cutting machines)
35
#3

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37. 37
#4

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Pigment 1 Pigment 2 Pigment 3: 70% to 95%

40. PROJECT Θ TEAM HAS
SOLVED
10+ PROBLEMS
FROM 10+ COMPANIES
WITHIN 6 MONTHS…
40

41. LOOKS IT WORKS OUT,
BUT …
41

42. 2017/06/26 Project θ Meeting
42

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http://aiacademy.tw/opening-video-180127/

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http://aiacademy.tw/corporate-partner/

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http://aiacademy.tw/offsite-problem-solving/

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64. 65

65. The First Few Weeks…
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69. 70

70. PCB
3D
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71. …
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76. AI “ ”
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&
239 15-17F

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86. 2,500

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89. 90300
2018
NCTS 2018

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2018/11/17

93. http://jobs.aiacademy.tw/

94. 95
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96. 97

97. AI + AI