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Artificial Intelligence
LAB
by Tajim
1
by Tajim
2
AI LAB course plan:
1. Artificial Intelligence software implementation with python:
* Data Preparation -Normalization
* Supervised Learning: Classification
* Supervised Learning: Regression
* Logic Programming
* Unsupervised Learning: Clustering
* Natural Language Processing
* Speech Recognition
2. Artificial Intelligence hardware implementation with robotics:
* Android controlled Robot.
* Line follower Robot.
* RFID recognizer robot.
* Obstacle Avoider ROBOT.
* IOT Robot.
* Gesture Controlled Robot.
* Voice Controlled Robot.
Artificial Intelligence -
Overview
& Intelligent systems
by Tajim
3
Artificial Intelligence Lecture 1
by Tajim 4
Artificial Intelligence - Overview
Since the invention of computers or machines,
their capability to perform various tasks went
on growing exponentially. Humans have
developed the power of computer systems in
terms of their diverse working domains, their
increasing speed, and reducing size with
respect to time.
A branch of Computer Science
named Artificial Intelligence pursues creating
the computers or machines as intelligent as
human beings.
by Tajim 5
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.
by Tajim 6
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.
by Tajim 7
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.
by Tajim 8
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.
by Tajim 9
AI Fields
by Tajim 10
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 answer the specific questions
it is meant to solve.
A computer program with AI can
answer the generic questions it is
meant to solve.
Modification in the program leads
to change in its structure.
AI programs can absorb new
modifications by putting highly
independent pieces of information
together. Hence you can modify even
a minute piece of information of
program without affecting its
structure.
Modification is not quick and
easy. It may lead to affecting the
program adversely.
Quick and Easy program
modification.
by Tajim 11
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.
by Tajim 12
 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.
Applications of AI
by Tajim 13
Vision Systems − These systems understand,
interpret, and comprehend visual input on the
computer. For example,
o A spying aero plane 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.
Applications of AI
by Tajim 14
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.
Applications of AI
by Tajim 15
History of AI
by Tajim 16
History of AI
by Tajim 17
History of AI
by Tajim 18
Artificial Intelligence - Intelligent Systems
While studying artificially intelligence, you need to know
what intelligence is.
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.
19
Types of Intelligence
As described by Howard Gardner, an American developmental
psychologist, the Intelligence comes in multifold −
Intelligence Description Example
Linguistic
intelligence
The ability to speak, recognize, and use mechanisms of phonology
(speech sounds), syntax (grammar), and semantics (meaning).
Narrators, Orators
Musical
intelligence
The ability to create, communicate with, and understand
meanings made of sound, understanding of pitch, rhythm.
Musicians, Singers,
Composers
Logical-
mathematical
intelligence
The ability of use and understand relationships in the absence of
action or objects. Understanding complex and abstract ideas.
Mathematicians,
Scientists
Spatial
intelligence
The ability to perceive visual or spatial information, change it, and
re-create visual images without reference to the objects, construct
3D images, and to move and rotate them.
Map readers,
Astronauts, Physicists
Bodily-
Kinesthetic
intelligence
The ability to use complete or part of the body to solve problems
or fashion products, control over fine and coarse motor skills, and
manipulate the objects.
Players, Dancers
Intra-
personal
intelligence
The ability to distinguish among one’s own feelings, intentions,
and motivations. Gautam Buddhha
Interpersonal
intelligence
The ability to recognize and make distinctions among other
people’s feelings, beliefs, and intentions.
Mass Communicators,
Interviewers
by Tajim 20
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.
by Tajim 21
by Tajim 22
Difference between Human and Machine
Intelligence
 Humans perceive by patterns whereas the machines
perceive by set of rules and data.
 Humans store and recall information by patterns,
machines do it by searching algorithms. For example,
the number 40404040 is easy to remember, store, and
recall as its pattern is simple.
 Humans can figure out the complete object even if
some part of it is missing or distorted; whereas the
machines cannot do it correctly.
******** ********** ********** If You Need Me ********** ********** *********
Website: https://www.tajimiitju.blogspot.com
ORCID: https://orcid.org/0000-0002-2834-1507
LinkedIn: https://www.linkedin.com/in/tajimiitju
ResearchGate: https://www.researchgate.net/profile/Tajim_Md_Niamat_Ullah_Akhund
YouTube: https://www.youtube.com/tajimiitju?sub_confirmation=1
SlideShare: https://www.slideshare.net/TajimMdNiamatUllahAk
Facebook: https://www.facebook.com/tajim.mohammad
GitHub: https://github.com/tajimiitju
Google+: https://plus.google.com/+tajimiitju
Gmail: tajim.mohammad.3@gmail.com
Twitter: https://twitter.com/Tajim53
by Tajim 24

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AI Lab Course Overview

  • 2. by Tajim 2 AI LAB course plan: 1. Artificial Intelligence software implementation with python: * Data Preparation -Normalization * Supervised Learning: Classification * Supervised Learning: Regression * Logic Programming * Unsupervised Learning: Clustering * Natural Language Processing * Speech Recognition 2. Artificial Intelligence hardware implementation with robotics: * Android controlled Robot. * Line follower Robot. * RFID recognizer robot. * Obstacle Avoider ROBOT. * IOT Robot. * Gesture Controlled Robot. * Voice Controlled Robot.
  • 3. Artificial Intelligence - Overview & Intelligent systems by Tajim 3 Artificial Intelligence Lecture 1
  • 4. by Tajim 4 Artificial Intelligence - Overview Since the invention of computers or machines, their capability to perform various tasks went on growing exponentially. Humans have developed the power of computer systems in terms of their diverse working domains, their increasing speed, and reducing size with respect to time. A branch of Computer Science named Artificial Intelligence pursues creating the computers or machines as intelligent as human beings.
  • 5. by Tajim 5 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.
  • 6. by Tajim 6 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.
  • 7. by Tajim 7 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.
  • 8. by Tajim 8 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.
  • 9. by Tajim 9 AI Fields
  • 10. by Tajim 10 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 answer the specific questions it is meant to solve. A computer program with AI can answer the generic questions it is meant to solve. Modification in the program leads to change in its structure. AI programs can absorb new modifications by putting highly independent pieces of information together. Hence you can modify even a minute piece of information of program without affecting its structure. Modification is not quick and easy. It may lead to affecting the program adversely. Quick and Easy program modification.
  • 11. by Tajim 11 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.
  • 12. by Tajim 12  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. Applications of AI
  • 13. by Tajim 13 Vision Systems − These systems understand, interpret, and comprehend visual input on the computer. For example, o A spying aero plane 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. Applications of AI
  • 14. by Tajim 14 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. Applications of AI
  • 18. by Tajim 18 Artificial Intelligence - Intelligent Systems While studying artificially intelligence, you need to know what intelligence is. 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.
  • 19. 19 Types of Intelligence As described by Howard Gardner, an American developmental psychologist, the Intelligence comes in multifold − Intelligence Description Example Linguistic intelligence The ability to speak, recognize, and use mechanisms of phonology (speech sounds), syntax (grammar), and semantics (meaning). Narrators, Orators Musical intelligence The ability to create, communicate with, and understand meanings made of sound, understanding of pitch, rhythm. Musicians, Singers, Composers Logical- mathematical intelligence The ability of use and understand relationships in the absence of action or objects. Understanding complex and abstract ideas. Mathematicians, Scientists Spatial intelligence The ability to perceive visual or spatial information, change it, and re-create visual images without reference to the objects, construct 3D images, and to move and rotate them. Map readers, Astronauts, Physicists Bodily- Kinesthetic intelligence The ability to use complete or part of the body to solve problems or fashion products, control over fine and coarse motor skills, and manipulate the objects. Players, Dancers Intra- personal intelligence The ability to distinguish among one’s own feelings, intentions, and motivations. Gautam Buddhha Interpersonal intelligence The ability to recognize and make distinctions among other people’s feelings, beliefs, and intentions. Mass Communicators, Interviewers
  • 20. by Tajim 20 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.
  • 22. by Tajim 22 Difference between Human and Machine Intelligence  Humans perceive by patterns whereas the machines perceive by set of rules and data.  Humans store and recall information by patterns, machines do it by searching algorithms. For example, the number 40404040 is easy to remember, store, and recall as its pattern is simple.  Humans can figure out the complete object even if some part of it is missing or distorted; whereas the machines cannot do it correctly.
  • 23. ******** ********** ********** If You Need Me ********** ********** ********* Website: https://www.tajimiitju.blogspot.com ORCID: https://orcid.org/0000-0002-2834-1507 LinkedIn: https://www.linkedin.com/in/tajimiitju ResearchGate: https://www.researchgate.net/profile/Tajim_Md_Niamat_Ullah_Akhund YouTube: https://www.youtube.com/tajimiitju?sub_confirmation=1 SlideShare: https://www.slideshare.net/TajimMdNiamatUllahAk Facebook: https://www.facebook.com/tajim.mohammad GitHub: https://github.com/tajimiitju Google+: https://plus.google.com/+tajimiitju Gmail: tajim.mohammad.3@gmail.com Twitter: https://twitter.com/Tajim53