Saturday, 1 July 2017

ArtificialIntelligence Notes




What is Artificial Intelligence?

According to the father of Artificial Intelligence John McCarthy, it is “The science and engineering of making intelligent machines, especially intelligent computer programs”.

Artificial Intelligence is a way of making a computer, a computer-controlled robot, or a software think intelligently, in the similar manner the intelligent humans think.

AI is accomplished by studying how human brain thinks, and how humans learn, decide, and work while trying to solve a problem, and then using the outcomes of this study as a basis of developing intelligent software and systems.


Philosophy of AI

While exploiting the power of the computer systems, the curiosity of human, lead him to wonder, “Can a machine think and behave like humans do?”

Thus, the development of AI started with the intention of creating similar intelligence in machines that we find and regard high in humans.


Goals of AI

·         To Create Expert Systems: The systems which exhibit intelligent behavior, learn, demonstrate, explain, and advice its users.

·         To Implement Human Intelligence in Machines: Creating systems that understand, think, learn, and behave like humans.



What Contributes to AI?

Artificial intelligence is a science and technology based on disciplines such as Computer Science, Biology, Psychology, Linguistics, Mathematics, and Engineering. A major thrust of AI is in the development of computer functions associated with human intelligence, such as reasoning, learning, and problem solving.

Out of the following areas, one or multiple areas can contribute to build an intelligent system.










Programming Without and With AI

The programming without and with AI is different in following ways:

Programming Without AI

Programming With AI






A  computer  program  without
AI
can
A computer program with AI can answer the

answer the specific questions it is meant

generic questions it is meant to solve.

to solve.







AI programs can absorb new modifications by

Modification  in  the  program
leads
to
putting   highly   independent   pieces   of

information together. Hence you can modify

change in its structure.





even a minute piece of information of program








without affecting its structure.

Modification is not quick and easy. It may
Quick and Easy program modification.

lead to affecting the program adversely.












What is AI Technique?

In the real world, the knowledge has some unwelcomed properties:

·         Its volume is huge, next to unimaginable.

·         It is not well-organized or well-formatted.

·         It keeps changing constantly.

AI Technique is a manner to organize and use the knowledge efficiently in such a way that:

·         It should be perceivable by the people who provide it.

·         It should be easily modifiable to correct errors.

·         It should be useful in many situations though it is incomplete or inaccurate.

AI techniques elevate the speed of execution of the complex program it is equipped with.


Applications of AI

AI has been dominant in various fields such as:

·         Gaming

AI plays crucial role in strategic games such as chess, poker, tic-tac-toe, etc., where machine can think of large number of possible positions based on heuristic knowledge.
·         Natural Language Processing

It is possible to interact with the computer that understands natural language spoken by humans.

·         Expert Systems

There are some applications which integrate machine, software, and special information to impart reasoning and advising. They provide explanation and advice to the users.
·         Vision Systems

These systems understand, interpret, and comprehend visual input on the computer. For example,

o A spying aeroplane takes photographs which are used to figure out spatial information or map of the areas.

o  Doctors use clinical expert system to diagnose the patient.

o Police use computer software that can recognize the face of criminal with the stored portrait made by forensic artist.


·         Speech Recognition

Some intelligent systems are capable of hearing and comprehending the language in terms of sentences and their meanings while a human talks to it. It can handle different accents, slang words, noise in the background, change in human’s noise due to cold, etc.

·         Handwriting Recognition

The handwriting recognition software reads the text written on paper by a pen or on screen by a stylus. It can recognize the shapes of the letters and convert it into editable text.

·         Intelligent Robots

Robots are able to perform the tasks given by a human. They have sensors to detect physical data from the real world such as light, heat, temperature, movement, sound, bump, and pressure. They have efficient processors, multiple sensors and huge memory, to exhibit intelligence. In addition, they are capable of learning from their mistakes and they can adapt to the new environment.





History of AI

Here is the history of AI during 20th century:

Year

Milestone / Innovation






1923

Karel ÄŒapek’s play named “Rossum's Universal Robots” (RUR) opens in London,


first use of the word "robot" in English.









1943

Foundations for neural networks laid.






1945





Isaac Asimov, a Columbia University alumni, coined the term Robotics.







Alan Turing introduced Turing Test for evaluation of intelligence and published

1950

Computing  Machinery  and  Intelligence.  Claude Shannon  published  Detailed



Analysis of Chess Playing as a search.





1956

John McCarthy coined the term Artificial Intelligence. Demonstration of the first


running AI program at Carnegie Mellon University.








1958

John McCarthy invents LISP programming language for AI.





1964

Danny Bobrow's dissertation at MIT showed that computers can understand


natural language well enough to solve algebra word problems correctly.








1965

Joseph Weizenbaum at MIT built ELIZA, an interactive problem that carries on


a dialogue in English.








1969

Scientists at Stanford Research Institute Developed Shakey, a robot, equipped


with locomotion, perception, and problem solving.




























1973
The Assembly Robotics group at Edinburgh University built Freddy, the Famous

Scottish Robot, capable of using vision to locate and assemble models.






1979
The first computer-controlled autonomous vehicle, Stanford Cart, was built.





1985
Harold Cohen created and demonstrated the drawing program, Aaron.







Major advances in all areas of AI:


·  Significant demonstrations in machine learning


·  Case-based reasoning


·  Multi-agent planning

1990
·
Scheduling

·  Data mining, Web Crawler




·  natural language understanding and translation


·
Vision, Virtual Reality


·
Games




1997
The Deep Blue Chess Program beats the then world chess champion, Garry

Kasparov.







Interactive robot pets become commercially available. MIT displays Kismet, a

2000
robot with a face that expresses emotions. The robot Nomad explores remote


regions of Antarctica and locates meteorites.
















What is Intelligence?

The ability of a system to calculate, reason, perceive relationships and analogies, learn from experience, store and retrieve information from memory, solve problems, comprehend complex ideas, use natural language fluently, classify, generalize, and adapt new situations.


Types of Intelligence

As described by Howard Gardner, an American developmental psychologist, the Intelligence comes in multifold:

Intelligence
Description
Example






Linguistic
The ability to speak, recognize, and use mechanisms



of phonology (speech sounds), syntax (grammar),
Narrators, Orators

intelligence

and semantics (meaning).
















The  ability  to  create,
communicate  with,  and
Musicians,


Musical intelligence
understand meanings made of sound, understanding
Singers,



of pitch, rhythm.

Composers





Logical-
The ability of use and understand relationships in the
Mathematicians,

mathematical
absence of action or objects. Understanding complex
Scientists


intelligence
and abstract ideas.










The ability to perceive visual or spatial information,
Map
readers,

Spatial intelligence
change  it,  and  re-create  visual  images  without
Astronauts,

reference to the objects,
construct 3D images, and


to move and rotate them.

Physicists












Bodily-Kinesthetic
The ability to use complete or part of the body to



solve problems or fashion products, control over fine
Players, Dancers

intelligence

and coarse motor skills, and manipulate the objects.













Intra-personal
The ability to distinguish among one’s own feelings,
Gautam Buddha

intelligence
intentions, and motivations.











Interpersonal
The ability to recognize and make distinctions among
Mass

Communicators,

intelligence
other people’s feelings, beliefs, and intentions.
Interviewers










You can say a machine or a system is artificially intelligent when it is equipped with at least one and at most all intelligences in it.




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