SlideShare a Scribd company logo
:
:
:
:
: 

8/17
2
3
8/17
6
8/31
7
/ 9
0 75 150 225 300
44.2%
64%
92.4%
25.6%
8.7%
2.4%
( )
/
AI
10
6%
67%
27%
/
AI
11
IT
0 30 60 90 120
43.1%
35%
59.1%
32.1%
33.6%
39.4%
13.9%
14.9%
13.6%
4.2%
1.
2.
3.
4.
5.
( )
/ 12
(Source: Gartner)
/
/
/ 16
/ 17
/ 18

 

/
AI
AI
AI
19
CEO
AI
AI
/
Perception: 

ML products are mostly about ML
20
/
Reality: ML requires DevOps, lots of it
21
/ 22
A common data platform and workflow
is crucial for enterprise success.
Data Engineer ML Engineer Biz Analyst DevOps DevOps + 

ML Engineer
App 

Developer
(Credit: IBM Systems Lab Services)
(all under the supervision of Data Scientist)
/ 23
/
https://thispersondoesnotexist.com/
24
Deepfakes
25
https://www.inside.com.tw/2017/12/13/gal-gadot-fake-ai-porn

http://www.businessinsider.com/obama-deepfake-video-insulting-trump-2018-4
/ 26
https://www.instagram.com/p/ByaVigGFP2U
/ 27
https://www.youtube.com/watch?v=MBWue1T_irk
/
AI
28https://openai.com/blog/better-language-models/
/
Tesla Model S
29https://www.ithome.com.tw/news/129748
30
/
AI
31
https://www.bnext.com.tw/article/53083/amazon-ai-tell-who-to-fire
/ 32(Credit: , AI )
/ 33(Credit: , AI )
/ 34
https://unwire.hk/2019/05/03/this-ai-generates-ultra-realistic-
fashion-models-from-head-to-toe/life-tech/
/ 35
/
AI …
36
2000 2018
/ 37
https://www.youtube.com/watch?v=ljBOzdKuX7A
/
150 Startups Using AI in Drug Discovery
Aggregate and Synthesize Information
Understand Mechanisms of Disease
Establish Biomarkers
Generate Data and Models
Repurpose Existing Drugs
Generate Novel Drug Candidates
Validate and Optimize Drug Candidates
Design Drugs
Design Preclinical Experiments
Run Preclinical Experiments
Design ClinicalTrials
Recruit for ClinicalTrials
Optimize ClinicalTrials
Publish Data
Analyze Real World Evidence
38https://blog.benchsci.com/startups-using-artificial-intelligence-in-drug-discovery
•
•
• 25
•
• …
40


AI + AI


- Karl Theodor Jaspers

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