The document discusses various concepts related to artificial intelligence including definitions of AI, approaches to creating intelligence, and the Turing test. It explores how intelligence can be defined and measured, including debates around whether machines can truly be intelligent or only simulate intelligence. Key concepts covered include knowledge representation, symbolic systems, logic, learning, perception and different approaches to AI like search and problem solving.
Knowledge Based Reasoning: Agents, Facets of Knowledge. Logic and Inferences: Formal Logic,
Propositional and First Order Logic, Resolution in Propositional and First Order Logic, Deductive
Retrieval, Backward Chaining, Second order Logic. Knowledge Representation: Conceptual
Dependency, Frames, Semantic nets.
Knowledge Based Reasoning: Agents, Facets of Knowledge. Logic and Inferences: Formal Logic,
Propositional and First Order Logic, Resolution in Propositional and First Order Logic, Deductive
Retrieval, Backward Chaining, Second order Logic. Knowledge Representation: Conceptual
Dependency, Frames, Semantic nets.
HI, I am presenting a course on artificial intelligence must watch on my channel TEACHISEASY ON YOUTUBE
this is the FIRST video in the series .https://youtu.be/ZvCIbw56PHo
hope you like the information give
Artificial Intelligence or the Brainization of the EconomyWilly Braun
60 years ago, John McCarthy used for the first time the term “Artificial Intelligence”. What does it mean and how has it evolved since 1956?
This is what daphni tried to answer in this in-depth report about AI. We’ve interviewed some of the brightest minds in the field: Bruno Maisonnier (founder of Aldebaran robotics), Massimiliano Versaca (CEO Neurala), Alexandre Lebrun (co-founder of wit.ai), Luc Julia (VP Innovation Samsung).
By Paul Bazin and Pierre-Eric Leibovici
Cognitive systems institute talk 8 june 2017 - v.1.0diannepatricia
José Hernández-Orallo, Full Professor, Department of Information Systems and Computation at the Universitat Politecnica de València, presentation “Evaluating Cognitive Systems: Task-oriented or Ability-oriented?” as part of the Cognitive Systems Institute Speaker Series.
HI, I am presenting a course on artificial intelligence must watch on my channel TEACHISEASY ON YOUTUBE
this is the FIRST video in the series .https://youtu.be/ZvCIbw56PHo
hope you like the information give
Artificial Intelligence or the Brainization of the EconomyWilly Braun
60 years ago, John McCarthy used for the first time the term “Artificial Intelligence”. What does it mean and how has it evolved since 1956?
This is what daphni tried to answer in this in-depth report about AI. We’ve interviewed some of the brightest minds in the field: Bruno Maisonnier (founder of Aldebaran robotics), Massimiliano Versaca (CEO Neurala), Alexandre Lebrun (co-founder of wit.ai), Luc Julia (VP Innovation Samsung).
By Paul Bazin and Pierre-Eric Leibovici
Cognitive systems institute talk 8 june 2017 - v.1.0diannepatricia
José Hernández-Orallo, Full Professor, Department of Information Systems and Computation at the Universitat Politecnica de València, presentation “Evaluating Cognitive Systems: Task-oriented or Ability-oriented?” as part of the Cognitive Systems Institute Speaker Series.
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxR&R Consult
CFD analysis is incredibly effective at solving mysteries and improving the performance of complex systems!
Here's a great example: At a large natural gas-fired power plant, where they use waste heat to generate steam and energy, they were puzzled that their boiler wasn't producing as much steam as expected.
R&R and Tetra Engineering Group Inc. were asked to solve the issue with reduced steam production.
An inspection had shown that a significant amount of hot flue gas was bypassing the boiler tubes, where the heat was supposed to be transferred.
R&R Consult conducted a CFD analysis, which revealed that 6.3% of the flue gas was bypassing the boiler tubes without transferring heat. The analysis also showed that the flue gas was instead being directed along the sides of the boiler and between the modules that were supposed to capture the heat. This was the cause of the reduced performance.
Based on our results, Tetra Engineering installed covering plates to reduce the bypass flow. This improved the boiler's performance and increased electricity production.
It is always satisfying when we can help solve complex challenges like this. Do your systems also need a check-up or optimization? Give us a call!
Work done in cooperation with James Malloy and David Moelling from Tetra Engineering.
More examples of our work https://www.r-r-consult.dk/en/cases-en/
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
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Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
Overview of the fundamental roles in Hydropower generation and the components involved in wider Electrical Engineering.
This paper presents the design and construction of hydroelectric dams from the hydrologist’s survey of the valley before construction, all aspects and involved disciplines, fluid dynamics, structural engineering, generation and mains frequency regulation to the very transmission of power through the network in the United Kingdom.
Author: Robbie Edward Sayers
Collaborators and co editors: Charlie Sims and Connor Healey.
(C) 2024 Robbie E. Sayers
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
2. OutlineOutlineOutlineOutline
Founders of AIFounders of AI
SearchSearch
What are expert systemsWhat are expert systems
Artificial Intelligence and Expert Systems inArtificial Intelligence and Expert Systems in
RobotsRobots
Other uses of AIOther uses of AI
Shortcomings of AIShortcomings of AI
New Directions in Intelligent RoboticsNew Directions in Intelligent Robotics
Looking forwardLooking forward
3. HAL in 2001:
A Computer with Artificial Intelligence
In 2001: A Space Odyssey (book by Arthur Clarke, movie by Stanley Kubrick, 1968),
the HAL 9000 computer onboard the spacecraft exhibited severalexhibited several
characteristicscharacteristics which represent areas of artificial intelligence research today:
HAL in 2001:
A Computer with Artificial Intelligence
In 2001: A Space Odyssey (book by Arthur Clarke, movie by Stanley Kubrick, 1968),
the HAL 9000 computer onboard the spacecraft exhibited severalexhibited several
characteristicscharacteristics which represent areas of artificial intelligence research today:
Capacity to understand natural languages:Capacity to understand natural languages: natural languagenatural language
processing.processing.
Facility with logic:Facility with logic: expert systems and logic programsexpert systems and logic programs..
Visual ability to understand what it is seeing:Visual ability to understand what it is seeing: neuralneural
networks for image processing.networks for image processing.
Capability to monitor and control the spaceship:Capability to monitor and control the spaceship: robotics.robotics.
We will discuss them, but let us start from the beginning…...
4. Who started AI?
The founding Father of AI
Other names toOther names to
remember:remember:
MinskyMinsky
PapertPapert
HollandHolland
De GarisDe Garis
MoravecMoravec
BrooksBrooks
7. What is AI?
How does
the human
brain work?
How do we
emulate the
human brain?
Who cares? Let’s
do some cool and
useful stuff!
How do we
create
intelligence?What is
intelligence?
8. How do we classify research as AI?
Does it
investigate
the brain?
If we don’t know how
it works, then it’s AI.
When we find out
how it works, it’s not
AI anymore…
Is it
intelligent?Does it
investigate
intelligence?
Does it emulate
the brain?
9. What is Intelligence?
The ability to learn and to cope.The ability to learn and to cope.
The ability to contemplate, think, andThe ability to contemplate, think, and
reason.reason.
SynonymsSynonyms::
Brain, brainpower, mentality, mother wit,Brain, brainpower, mentality, mother wit,
sense, witsense, wit
RelatedRelated::
Acumen, discernment, insight, judgment,Acumen, discernment, insight, judgment,
perspicacity, sagacity, wisdomperspicacity, sagacity, wisdom
10. Definition of AI
(first try)
Definition of AI
(first try)
Artificial Intelligence is theArtificial Intelligence is the
enterprise of constructingenterprise of constructing
an intelligentan intelligent artifactartifact
11. Intelligence
What is intelligence?What is intelligence?
Doing what people do?Doing what people do?
visionvision
voice recognitionvoice recognition
game playinggame playing
people solve many subtle problemspeople solve many subtle problems
Current programs are brittleCurrent programs are brittle
12. Alan M. Turing
Computing Machinery and
Intelligence
Turing
TestThirty minutes to ask questions
If you cannot distinguish between a
person and the artificial system
based on the responses, then the
system is intelligent (how many
tries, language,etc)
13. Intelligence
Turing TestTuring Test:: A human communicates with aA human communicates with a
computer via a teletype. If the human can’tcomputer via a teletype. If the human can’t
tell he is talking to a computer or anothertell he is talking to a computer or another
human, it passes.human, it passes.
Natural language processingNatural language processing
knowledge representationknowledge representation
automated reasoningautomated reasoning
machine learningmachine learning
Add vision and robotics to get the totalAdd vision and robotics to get the total
Turing test.Turing test.
14. The Imitation Game
If a computer can “fool” a human interrogator into
believing that it is human, then it may be said that the
machine is intelligent, and thinks.
The scope of questions that may be asked is virtually
unlimited.
The imitation game
competition
15. Example of an Interrogation
Q: Please write me a sonnet on the subject of the Forth Bridge.
A: Count me out of this one. I never could write poetry.
Q: Add 34957 to 70764.
A: <Pause about 30 seconds> 105621.
Q: Do you play chess?
A: Yes.
Q: I have K at my K1, and no other pieces. You have only K at
K6 and R at R1. It is your move. What do you play?
A: <Pause about 15 seconds> R-R8 mate.
17. A Refined Definition
Artificial Intelligence is theArtificial Intelligence is the
enterprise of constructing anenterprise of constructing an
artifact that can reliably passartifact that can reliably pass
the Turing Testthe Turing Test
18. Objections to the Turing Test
Not everything about human can beNot everything about human can be
learned by only talking by phonelearned by only talking by phone
Is looking an answer up in a large tableIs looking an answer up in a large table
really intelligence?really intelligence?
Does a functional definition ofDoes a functional definition of
intelligence really characterize humanintelligence really characterize human
intelligence?intelligence?
19. What are artifacts?What are artifacts?
points to discuss
An inorganic objectAn inorganic object
A physical-symbol systemA physical-symbol system
symbolssymbols
expressionsexpressions
a symbol manipulating entitya symbol manipulating entity
symbols correspond to objects in ansymbols correspond to objects in an
environmentenvironment
20. A Final Definition
Artificial Intelligence is theArtificial Intelligence is the
enterprise of constructing aenterprise of constructing a
physical symbol systemphysical symbol system (a(a
robot) that can reliably passrobot) that can reliably pass
the Turing Testthe Turing Test
21. Weak and Strong AI Claims
Weak AI:Weak AI:
Machines can be made to actMachines can be made to act as ifas if they werethey were
intelligent.intelligent.
Strong AI:Strong AI:
Machines that act intelligentlyMachines that act intelligently have realhave real,,
conscious minds.conscious minds.
27. Approaches to AI
SearchingSearching
LearningLearning
From Natural to Artificial SystemsFrom Natural to Artificial Systems
Knowledge Representation and ReasoningKnowledge Representation and Reasoning
Expert Systems and PlanningExpert Systems and Planning
Communication, Perception, ActionCommunication, Perception, Action
28. Interlinked Components of AI
SearchSearch
KnowledgeKnowledge
RepresentationRepresentation
ExamplesExamples
29. Your taskYour task
What is your definition of intelligence?What is your definition of intelligence?
Can your definition be applied to a robot?Can your definition be applied to a robot?
Give one example from your area what is “Knowledge”.Give one example from your area what is “Knowledge”.
How this knowledge can be represented in LISP?How this knowledge can be represented in LISP?
Give one example from your area what is “Representation”Give one example from your area what is “Representation”
How your representation will be implemented in LISP?How your representation will be implemented in LISP?
Give an Example of a Turing test limited to some area, inGive an Example of a Turing test limited to some area, in
which it will be relatively easy but not trivial for a machinewhich it will be relatively easy but not trivial for a machine
to pass. For instance, if you restrict the test to questionsto pass. For instance, if you restrict the test to questions
about baseball league.about baseball league.