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เทคโนโลยีที่จํากีดความสามารถของ AI
ชิดชนก เหลือสินทรัพย์
ภาควิชาคณิตศาสตร์และวิทยาการคอมพิวเตอร์
จุฬาลงกรณ์มหาวิทยาลัย
สํานักวิทยาศาสตร์ ราชบัณฑิตสภา
AI ความฉลาดที่ทําขึ้นโดยวิธีการคํานวณและ algorithms เพื่อให้คอมพิวเตอร์ดูฉลาด
www.tutorialspoint.com
blog.computedby.com
vintageteardown.com
Intel 8080
Apple A6
CMOS NOR
github.comLewisMatosMiniMaxTicTacToe
ยิ่งมองล่วงหน้าหลายตา ก็ยิ่งมี
โอกาสชนะสูง ขนาดของ memory 
ความเร็วของการค้นหา
AI 1
Fixed features, fixed data during tree construction
No plasticity
Dzone.com
Rule‐based intelligence
AI 1
If student is true then
if income is high then …
Else 
if income is high then …
if income is medium then …
Use logical condition;  separating line orthogonal to feature space
AI 1
www.youtube.com
thai.bestpriceupdate.com
www.jnto.or.th
Which one is a real image ?
AI 1
Searching and logic‐based intelligence are not efficient enough to solve 
complex problems
Need new concepts and technology
Why (How) can we distinguish real images from drawn images?
Can we formulate mathematical models to imitate this capability?
We must understand how the brain works. 
But it is not easy to do so.
First obstacle
www.youtube.com
AI 2
representing a line or a plane or
a hyperplane
male face group
female face group
a boy  face or a girl face
www.fg2015.orgblog.webkid.io
AI 2
Elliptic function
male face group
female face group
hyperplane
AI 2
AI 2
What are the best features to represent each face?
www.michaelchimenti.com
AI 2
Deep learning
Need many neurons – high computational cost – require more power consumption
Slow learning time – require high performance computer 
AI 2
Interestingengineering.com
Small intelligent sensor
Size and battery power are critical factors 
www.slideshare.net/kleinerperkins/internet‐trends‐2017‐report
Forbes.com
Karlrupp.com
Karlrupp.com
There’s	a	Big	Obstacle	to	the	Pentagon’s	
New	Strategy	to	Speed	AI	to	Troops	
Defense officials want to accelerate the delivery of
artificial-intelligence tools from the lab to the field. But it's
hard to obtain the massive data streams that make AI
work.
Technology Editor,
Defense One
FEBRUARY 14, 2019
The problem is that when you start looking at just 
how much data is required for A.I. to achieve 
human‐level intelligence, you soon start to realize 
that our current and near‐term data storage 
alternatives will simply not work, pushing A.I. out 
by decades. For example, to fully encode the 40 
trillion cells in a human body would require 60 
zetabytes of digital storage. Which means that even 
at one penny per petabyte, it would cost 
somewhere on the order of $5 trillion to create a 
digital twin for every human on the planet. That's 
about 25 percent of U.S. GDP. 
An even better example, and one closer to home, is that of 
autonomous vehicles (AVs). 
For example, if an AV generates 20 terabytes of data a day (which is an 
incredibly conservative estimate), the storage requirements would 
amount to 7.3 petabytes yearly. At the current costs of cloud data 
storage, that would amount to approximately $3 million annually. That's 
60 times the cost of the automobile! 
www.slideshare.net/kleinerperkins/internet‐trends‐2017‐report
Technological obstacles:  
How to learn streaming data online ?
How to make a neural network achieve  minimum number of neurons
and have high plasticity during learning?
How to make AI algorithms executable by the limitation of battery power? 
Solutions
Discard‐after‐learn concept
Use mathematical shapes to capture streaming data
Use recursive functions to reduce computational c omplexity
AI trust in the enterprise
While CEOs are eager to implement AI, employees are less 
enthusiastic, the report found. Top barriers to AI adoption in 
the enterprise include the following:
Lack of AI talent (46%)
Regulatory/security risk (40%) Managing AI and ML in the 
enterprise (free PDF) on TechRepublic.
Inefficient infrastructure support (37%)
Insufficient quality/quantity of data (36%)
Employee trust (33%)
Consumer trust (32%)
Lack of support from senior leadership (26%)
Human factors
Managing AI and ML in the enterprise (free PDF) on TechRepublic.
Emerging economies lead in AI adoption
According to the study, 
Indonesia ranks first in terms of AI implementation (65%), 
followed by China (63%) and India (62%). 
These three topped more developed economies such as 
South Korea (57%), 
Singapore (50%), 
Japan (47%) and 
Taiwan (44%).
www.appier.com
AUTONOMOUS KILLING MACHINES?
In contrast, suggestions to limit some very specific applications of AI seem to merit 
much closer examination and action. A major case in point is the development of 
autonomous weapons that employ AI to decide when to fire, with how much force 
to apply, and on what targets.
Suggestions to limit some very specific applications of AI seem to merit much 
closer examination and action. A major case in point is the development of 
autonomous weapons.
A group of robotics and AI researchers, joined by public intellectuals and 
activists, signed an open letter that was presented at the 2015 International 
Conference on Artificial Intelligence, calling for the United Nations to ban the 
further development of weaponized AI that could operate “beyond meaningful 
human control.” 
JOB COLLAPSE?
Oddly, the area in which AI is already having a significant impact and is 
expected to have major, worldwide, transformative effects is more often 
discussed by economists rather than by AI mavens. 
From 2000 to 2010, 1.1 million secretarial jobs disappeared, as did 500,000 jobs for 
accounting and auditing clerks. Other job types, such as travel agents and data entry 
workers, have also seen steep declines due to technological advances
Amitai Etzioni is University Professor and professor of 
international affairs at George Washington University in 
Washington, DC. Oren Etzioni is chief executive officer of the 
Allen Institute for Artificial Institute and professor of computer 
science at the University of Washington.
Prof Stephen Hawking, one of Britain's pre‐
eminent scientists, has said that efforts to 
create thinking machines pose a threat to our 
very existence.
He told the BBC:"The development of full 
artificial intelligence could spell the end of the 
human race."
กลัวมากไป
สิ่งที่ต้องทําเพื่อเตรียมตัวกับเทคโนโลยี AI
รัฐบาล ฝ่ายค้าน ต้องร่วมกันทําให้เป็นรูปธรรม
อย่ามัวแต่เน้นการเมือง ด่ากันในสภา แย่งอํานาจกัน
1. ตั้งเป้าหมายของประเทศให้ชัดเจนว่าจะเป็น ผู้นําเทคโนโลยี AI ของโลกให้ได้ภาย 5 ปีนี้
2. ปูพื้นคณิตศาสตร์ วิทยาการคอมพิวเตอร์ แนวคิด AI ให้นักเรียนตั้งแต่ ชั้นมัธยม
3. เพิ่มนักศึกษาโท เอก (ให้ทุนนักเรียนต่างชาติ) เน้นงานวิจัยพื้นฐานที่เป็นความรู้ใหม่ แนวคิดใหม่ของโลก
4. โยงบริษัทกับมหาวิทยาลัยเพื่อนําแนวคิดใหม่ไปประยุกต์
5. ออกกฎหมายควบคุมการใช้เทคโนโลยี AI ที่เอาไปใช้ในการทําชั่ว
6. ให้การศึกษาเทคโนโลยี AI แบบง่ายต่อประชาชนทุกระดับ เพื่อเตรียมตัวรับพายุของเทคโนโลยีนี้

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