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Chapter I
INTRODUCE ARTIFICIAL
INTELLIGENCE
RAHMAD
KURNIAWAN, S.T., M.I.T
Rahmad Kurniawan, ST, MIT 1
Outline ❖
Definition of AI
❖
Turing Test
❖
Typical AI problems
❖
Intelligent behaviour
❖
Practical Impact of AI
2 Rahmad Kurniawan, ST, MIT
❖What is AI ? Definition of AI
■ Artificial Intelligence is concerned with the design of
intelligence in an artificial device.
■ The term was coined by McCarthy in 1956.
❖There are two ideas in the definition.
■ Intelligence
■ Is it that which characterize humans? Or is there an
absolute standard of judgement?
■ Artificial device
❖AI� about designing systems that are as intelligent
as humans.
❖AI� best embodied by the concept of the Turing Test
3
Rahmad Kurniawan, ST, MIT
Turing Test ❖Rooms, A and B. One of the rooms
contains a computer. The other contains a human. The
interrogator is outside and does not know which one is
a computer.
❖To pass the Turing test, the machine has to fool
the interrogator into believing that it is human.
4 Rahmad Kurniawan, ST, MIT
Typical AI problems ❖
Examples of common-
place tasks include ■ Recognizing people, objects.
■ Communicating (through natural language). ■
Navigating around obstacles on the streets
❖
Expert tasks include:
■ Medical diagnosis.
■ Mathematical problem solving
■ Playing games like chess
5 Rahmad Kurniawan, ST, MIT
Intelligent behaviour ❖
Some of these tasks
and applications are: ■ Perception involving image
recognition and computer vision
■ Reasoning
■ Learning
■ Understanding language involving natural
language processing, speech processing ■
Solving problems
■ Robotics
6 Rahmad Kurniawan, ST, MIT
Practical Impact of AI
“If you have ever checked the news, weather,
take a picture with your smart phone, or even
just used social media e.g., facebook, twitter for
information online, you have used Artificial
Intelligence (AI). “
(Kurniawan, 2016)
7 Rahmad Kurniawan, ST, MIT
..Cont ❖
Modern applications of AI range from
computer games to self-driving cars. ❖
Financial
institutions use AI for fraud monitoring,
investment decisions support, credit risk
assessment, data mining of customer
behaviors, and economic forecasting.
❖
The military uses AI for target
discrimination, missile defense shields,
and robot steering.
8 Rahmad Kurniawan, ST, MIT
..Cont ❖
AI method used for gaming, cryptographic
code breaking, freight routing, data packet
routing, market prediction, hardware design,
signal filtering and signal
processing.
❖
Genetic algorithms have origins in
evolutionary biology, in which organisms
evolve and adapt to thrive in
environmental conditions. Learn more
about genetic algorithms and evolutionary
computing (Chapt IV)
9 Rahmad Kurniawan, ST, MIT
..Cont ❖
Learning from experience is a sign of
intelligence.
❖
Neural networks simulate the learning
capacity of biological neurons in our brain.
❖
Neural networks can be effectively used for
gesture recognition, speech
recognition, handwriting recognition, fraud
detection, cancer cell detection and
petroleum exploration, and much more.
10 Rahmad Kurniawan, ST, MIT
..Cont ❖
In particular, big data systems handle
huge volume and variety of data moved at
extremely high speeds, where
conventional data processing methods are
not sufficient.
❖
Neural networks can predict patterns or
devise processing strategies to sufficiently
deal with big data (Chapt V)
11 Rahmad Kurniawan, ST, MIT
..Cont ❖
Expert systems can assist or even replace
human experts with specialized
knowledge.
❖
Expert systems for disease diagnosis
include MYCIN (Shortliffe, 1977)
❖
DENDRAL (Lindsay, Feigenbaum,
Buchanan, & Lederberg, 1980) is used for
the identification of the structure of
chemical compounds.
12 Rahmad Kurniawan, ST, MIT
..Cont ❖
Expert systems may also be used in
auditing, taxation and accounting. ❖
One type of
expert system, called a fuzzy expert system, is
used for avoiding automobile collisions, auto-
piloting airplanes, controlling Unmanned Area
Vehicle (UAV), detecting cancer,
diagnosing heart disease, evaluating
insurance fraud, and predicting credit risk
(Chapt VI)
13 Rahmad Kurniawan, ST, MIT
..Cont ❖
Digital assistants such as Siri®,
AlexaTM, CortanaTM can also interact with us
using natural language. (Chapt VII) describes
how we can implement natural language
processing on a computer.
14 Rahmad Kurniawan, ST, MIT
Reference ■ Artificial Intelligence Simplified:
Understanding Basic Concepts (Binto George and
Gail Carmichael, 2016)
15 Rahmad Kurniawan, ST, MIT
❖
Thank you
16 Rahmad Kurniawan, ST, MIT

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Copy of Intro-AI.docx

  • 1.
  • 3. KURNIAWAN, S.T., M.I.T Rahmad Kurniawan, ST, MIT 1 Outline ❖ Definition of AI ❖ Turing Test
  • 4. ❖ Typical AI problems ❖ Intelligent behaviour ❖ Practical Impact of AI 2 Rahmad Kurniawan, ST, MIT
  • 5. ❖What is AI ? Definition of AI ■ Artificial Intelligence is concerned with the design of intelligence in an artificial device. ■ The term was coined by McCarthy in 1956. ❖There are two ideas in the definition. ■ Intelligence ■ Is it that which characterize humans? Or is there an absolute standard of judgement? ■ Artificial device ❖AI� about designing systems that are as intelligent as humans. ❖AI� best embodied by the concept of the Turing Test
  • 6. 3 Rahmad Kurniawan, ST, MIT Turing Test ❖Rooms, A and B. One of the rooms contains a computer. The other contains a human. The interrogator is outside and does not know which one is a computer. ❖To pass the Turing test, the machine has to fool
  • 7. the interrogator into believing that it is human. 4 Rahmad Kurniawan, ST, MIT Typical AI problems ❖ Examples of common- place tasks include ■ Recognizing people, objects. ■ Communicating (through natural language). ■ Navigating around obstacles on the streets ❖ Expert tasks include: ■ Medical diagnosis. ■ Mathematical problem solving ■ Playing games like chess
  • 8. 5 Rahmad Kurniawan, ST, MIT Intelligent behaviour ❖ Some of these tasks and applications are: ■ Perception involving image recognition and computer vision ■ Reasoning ■ Learning ■ Understanding language involving natural language processing, speech processing ■ Solving problems ■ Robotics
  • 9. 6 Rahmad Kurniawan, ST, MIT Practical Impact of AI “If you have ever checked the news, weather, take a picture with your smart phone, or even just used social media e.g., facebook, twitter for information online, you have used Artificial Intelligence (AI). “ (Kurniawan, 2016) 7 Rahmad Kurniawan, ST, MIT
  • 10. ..Cont ❖ Modern applications of AI range from computer games to self-driving cars. ❖ Financial institutions use AI for fraud monitoring, investment decisions support, credit risk assessment, data mining of customer behaviors, and economic forecasting. ❖ The military uses AI for target discrimination, missile defense shields, and robot steering.
  • 11. 8 Rahmad Kurniawan, ST, MIT ..Cont ❖ AI method used for gaming, cryptographic code breaking, freight routing, data packet routing, market prediction, hardware design, signal filtering and signal processing. ❖ Genetic algorithms have origins in evolutionary biology, in which organisms evolve and adapt to thrive in environmental conditions. Learn more about genetic algorithms and evolutionary computing (Chapt IV)
  • 12. 9 Rahmad Kurniawan, ST, MIT ..Cont ❖ Learning from experience is a sign of intelligence. ❖ Neural networks simulate the learning capacity of biological neurons in our brain. ❖ Neural networks can be effectively used for gesture recognition, speech recognition, handwriting recognition, fraud detection, cancer cell detection and petroleum exploration, and much more.
  • 13. 10 Rahmad Kurniawan, ST, MIT ..Cont ❖ In particular, big data systems handle huge volume and variety of data moved at extremely high speeds, where conventional data processing methods are not sufficient. ❖ Neural networks can predict patterns or devise processing strategies to sufficiently deal with big data (Chapt V)
  • 14. 11 Rahmad Kurniawan, ST, MIT ..Cont ❖ Expert systems can assist or even replace human experts with specialized knowledge. ❖ Expert systems for disease diagnosis include MYCIN (Shortliffe, 1977) ❖ DENDRAL (Lindsay, Feigenbaum, Buchanan, & Lederberg, 1980) is used for the identification of the structure of chemical compounds.
  • 15. 12 Rahmad Kurniawan, ST, MIT ..Cont ❖ Expert systems may also be used in auditing, taxation and accounting. ❖ One type of expert system, called a fuzzy expert system, is used for avoiding automobile collisions, auto- piloting airplanes, controlling Unmanned Area Vehicle (UAV), detecting cancer, diagnosing heart disease, evaluating insurance fraud, and predicting credit risk (Chapt VI)
  • 16. 13 Rahmad Kurniawan, ST, MIT ..Cont ❖ Digital assistants such as Siri®, AlexaTM, CortanaTM can also interact with us using natural language. (Chapt VII) describes how we can implement natural language processing on a computer.
  • 17. 14 Rahmad Kurniawan, ST, MIT Reference ■ Artificial Intelligence Simplified: Understanding Basic Concepts (Binto George and Gail Carmichael, 2016)
  • 18. 15 Rahmad Kurniawan, ST, MIT ❖ Thank you