Artificial Intelligence Concepts and Turing Test

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Questions and Answers

What is the central idea behind AI, as described in the provided text?

  • To surpass human capabilities in every domain.
  • To replicate human emotions and consciousness in machines.
  • To create machines capable of performing tasks requiring intelligence, like humans. (correct)
  • To develop machines that can learn and grow independently.

Based on the text, what is the primary methodology for creating AI systems?

  • Building machines that can learn and adapt without explicit programming.
  • Studying and analyzing the structure of the human brain.
  • Simulating human behavior using complex algorithms.
  • Taking tasks humans excel at and programming computers to perform them. (correct)

Which of the following is NOT mentioned as an example of an intellectual task that AI systems are designed to handle?

  • Playing chess.
  • Driving a car.
  • Composing music. (correct)
  • Diagnosing diseases.

The Turing Test is primarily aimed at determining:

<p>Whether a computer can pass itself off as a human in a conversation. (A)</p> Signup and view all the answers

What is the essential goal of the Turing Test?

<p>To establish an objective measure of machine intelligence. (C)</p> Signup and view all the answers

Why does the Turing Test focus on the content of the answers rather than internal processes?

<p>Because the test aims to assess the machine's ability to communicate and interact with humans. (B)</p> Signup and view all the answers

What is a key advantage of using the Turing Test for evaluating AI?

<p>It eliminates the need for subjective judgment about machine intelligence. (D)</p> Signup and view all the answers

Which of the following is NOT a benefit of the Turing Test, as described in the text?

<p>It provides a means for understanding the emotional responses of AI systems. (C)</p> Signup and view all the answers

What conclusion can be drawn using the Modus Ponens rule if it is known that it is raining?

<p>The ground is wet. (C)</p> Signup and view all the answers

Which of the following is a premise necessary for applying Modus Ponens in this context?

<p>If it is raining, then the ground is wet. (D)</p> Signup and view all the answers

Under Modus Ponens, which statement follows from the fact that 'it is raining'?

<p>The ground is wet. (C)</p> Signup and view all the answers

How is the structure of a Modus Ponens argument typically represented?

<p>If P then Q; P; therefore Q. (D)</p> Signup and view all the answers

Which of the following statements would NOT be used to apply Modus Ponens?

<p>It is a sunny day. (C)</p> Signup and view all the answers

What was the primary function of Facebook's Deepface system released in 2014?

<p>Facial recognition (A)</p> Signup and view all the answers

Which architecture was introduced in the paper 'Attention Is All You Need' published in 2017?

<p>Attention mechanism (B)</p> Signup and view all the answers

What significant release did OpenAI achieve in 2020?

<p>ChatGPT (D)</p> Signup and view all the answers

Which application is NOT mentioned as a face-recognition application at Khalifa University?

<p>Automatic baggage screening (D)</p> Signup and view all the answers

What type of medical application is mentioned in the content regarding Down syndrome?

<p>Down syndrome diagnosis (A)</p> Signup and view all the answers

Which technology is utilized for detecting and classifying nuclei from whole slide images (WSI) mentioned in the content?

<p>Graph networks and Deep CNNs (D)</p> Signup and view all the answers

What aspect of predictive maintenance is highlighted in the content?

<p>Failure prediction and asset management (B)</p> Signup and view all the answers

What is one of the applications of automated screening mentioned for passenger baggage?

<p>Explosives detection (D)</p> Signup and view all the answers

Which technique is primarily used for flare monitoring mentioned in the content?

<p>Vision-based monitoring (C)</p> Signup and view all the answers

How is tissue phenotyping for colorectal cancer mentioned to be performed?

<p>Through automated algorithms and imaging data (C)</p> Signup and view all the answers

What is the primary focus of cognitive science as mentioned?

<p>Creating testable theories of the human mind (A)</p> Signup and view all the answers

Which of the following best describes Aristotle's syllogism?

<p>A pattern for argument structure leading to correct conclusions (D)</p> Signup and view all the answers

What does the Modus Ponens rule state?

<p>If A implies B and A is true, then B must be true (B)</p> Signup and view all the answers

In the example provided, which of the following is the correct conclusion when using Modus Ponens?

<p>The ground is wet (A)</p> Signup and view all the answers

What is the implication of the statement 'If it is raining, then the ground is wet'?

<p>Rain leads to the ground being wet (D)</p> Signup and view all the answers

Which of the following represents the premise of the Modus Ponens example provided?

<p>It is raining (B)</p> Signup and view all the answers

In reasoning, what does it mean to find the 'basic statements'?

<p>Extracting simple, foundational premises from arguments (B)</p> Signup and view all the answers

Why is understanding reasoning steps important in artificial intelligence?

<p>It allows for the development of testable human-like reasoning (B)</p> Signup and view all the answers

What significant contribution did McCulloch and Pitts make in 1943?

<p>They published the first mathematical model of a neural network. (B)</p> Signup and view all the answers

Which AI concept was introduced by Alain Turing in 1950?

<p>The Turing test. (A)</p> Signup and view all the answers

In what year was the term 'Artificial Intelligence' first coined?

<p>1956 (B)</p> Signup and view all the answers

What was the primary purpose of ELIZA, developed by Weizenbaum?

<p>To process natural language. (A)</p> Signup and view all the answers

Which of the following milestones was achieved in 1997?

<p>DeepBlue defeating Chess Champion Kasparov. (C)</p> Signup and view all the answers

What was the significance of the publication by Hinton, Rumelhart, and Williams in 1986?

<p>It outlined the concept of back-propagation for deeper neural networks. (A)</p> Signup and view all the answers

Which advancement in AI occurred during the deep learning era beginning in 2012?

<p>The development of AlexNet, capable of recognizing multiple objects. (A)</p> Signup and view all the answers

What primary field did expert systems, developed in 1980, focus on?

<p>Financial forecasting and medical diagnoses. (B)</p> Signup and view all the answers

Which of the following is NOT a key AI technique mentioned in the content?

<p>Natural Language Processing (C)</p> Signup and view all the answers

The Turing Test was developed in 1956.

<p>False (B)</p> Signup and view all the answers

What was the name of the first artificial neural network capable of learning?

<p>Perceptron</p> Signup and view all the answers

The term "Artificial Intelligence" was coined at a workshop held in ______ in 1956.

<p>Dartmouth</p> Signup and view all the answers

Match the following AI milestones with their corresponding years:

<p>1943 = McCulloch &amp; Pitts publish the first mathematical model of a neural network 1950 = The Turing Test is proposed by Alan Turing 1956 = The term &quot;Artificial Intelligence&quot; is coined at the Dartmouth workshop 1957 = Rosenblatt develops the Perceptron</p> Signup and view all the answers

Which of the following AI milestones is associated with the development of a program that aimed to demonstrate human-like problem-solving?

<p>1965-1967 - Weizenbaum develops ELIZA and Newell &amp; Simon develop GPS (C)</p> Signup and view all the answers

DeepBlue, IBM's chess-playing computer, defeated Garry Kasparov in 1997.

<p>True (A)</p> Signup and view all the answers

What is the primary focus of expert systems, developed in the 1980s?

<p>Financial forecasting and medical diagnoses</p> Signup and view all the answers

What conclusion is drawn using the Modus Ponens rule from the premises 'If it is raining, then the ground is wet' and 'It is raining'?

<p>The ground is wet. (D)</p> Signup and view all the answers

The statement 'If it is raining, then the ground is wet' can occur under the Modus Ponens rule.

<p>True (A)</p> Signup and view all the answers

What is the first premise used in the Modus Ponens example regarding rain?

<p>If it is raining, then the ground is wet.</p> Signup and view all the answers

When applying the Modus Ponens rule, the second statement used is: 'It is _____'.

<p>raining</p> Signup and view all the answers

Match the terms related to Modus Ponens with their correct descriptions:

<p>Premise 1 = If it is raining, then the ground is wet. Premise 2 = It is raining. Conclusion = The ground is wet.</p> Signup and view all the answers

Which of the following tasks can be performed by AI to act like humans?

<p>Proving a theorem (C)</p> Signup and view all the answers

The Turing Test focuses on whether machines can pass emotional simulations.

<p>False (B)</p> Signup and view all the answers

Who proposed the concept of the Turing Test?

<p>Alan Turing</p> Signup and view all the answers

The Turing Test is also known as the _______ Game.

<p>Imitation</p> Signup and view all the answers

Match the AI tasks with what they require:

<p>Diagnose a disease = Medical expertise Play chess = Strategic thinking Drive a car = Navigation skills Prove a theorem = Logical reasoning</p> Signup and view all the answers

What is a key aspect of the Turing Test?

<p>It focuses on the content of responses instead of the processes. (A)</p> Signup and view all the answers

The Turing Test answers the question of whether computers use appropriate internal processes.

<p>False (B)</p> Signup and view all the answers

List two examples of tasks that AI systems aim to replicate in human intelligence.

<p>Playing chess and diagnosing diseases.</p> Signup and view all the answers

What year was the significant breakthrough in natural language processing with the release of ChatGPT?

<p>2020 (C)</p> Signup and view all the answers

Facebook's Deepface system can only recognize faces with human-level accuracy.

<p>False (B)</p> Signup and view all the answers

Who published 'Attention Is All You Need' in 2017?

<p>Ashish Waswani</p> Signup and view all the answers

The application of AI in medical diagnosis mentioned in the content is related to __________.

<p>Down Syndrome</p> Signup and view all the answers

Match the following AI applications with their uses:

<p>Face Recognition = Surveillance and Security Medical Diagnosis = Down Syndrome Diagnosis Automated Screening = Passenger Baggage Predictive Maintenance = Crack detection</p> Signup and view all the answers

Which of the following is NOT a type of application mentioned for AI in Khalifa University?

<p>Document translation (B)</p> Signup and view all the answers

The deep learning architecture introduced in 2017 is primarily for image recognition.

<p>False (B)</p> Signup and view all the answers

What is one of the tasks involved in predictive maintenance mentioned?

<p>Crack detection</p> Signup and view all the answers

OpenAI's 2020 release is a significant advancement in __________.

<p>natural language processing</p> Signup and view all the answers

Which technology is specifically mentioned for nucleus detection in cancer classification?

<p>Deep CNNs (B)</p> Signup and view all the answers

What does the Modus Ponens rule allow you to conclude when the premises are provided?

<p>If A is true, then B is true. (D)</p> Signup and view all the answers

Aristotle's syllogism guarantees correct conclusions when all premises are correct.

<p>True (A)</p> Signup and view all the answers

What is the first premise in the example provided for using Modus Ponens?

<p>If it is raining, then the ground is wet.</p> Signup and view all the answers

The rule that states if A → B is true and A is true, then B is _____ is known as Modus Ponens.

<p>true</p> Signup and view all the answers

Match the reasoning concepts to their definitions:

<p>Modus Ponens = A rule of inference that allows one to conclude B from A → B and A. Syllogism = A form of reasoning in which a conclusion is drawn from two premises. Cognitive Science = The interdisciplinary study of mind and intelligence. Reasoning Steps = The process of thinking about something in a logical way.</p> Signup and view all the answers

Which of the following describes the main aspect of cognitive science?

<p>It involves testable theories of the workings of the human mind. (B)</p> Signup and view all the answers

Modus Ponens can be applied even if one of the premises is false.

<p>False (B)</p> Signup and view all the answers

Identify the conclusion that follows from the premises: If it is raining, then the ground is wet. It is raining.

<p>The ground is wet.</p> Signup and view all the answers

Which of the following best describes the central focus of Artificial Intelligence?

<p>Understanding and modeling human intelligence (D)</p> Signup and view all the answers

HAL 9000 from the film '2001 Space Odyssey' exhibits self-control by following all astronaut instructions.

<p>False (B)</p> Signup and view all the answers

What type of AI focuses on automating intellectual tasks and mimicking human actions?

<p>Classic AI</p> Signup and view all the answers

The study of _____ makes it possible to perceive, reason, and act.

<p>computations</p> Signup and view all the answers

Match the following AI concepts with their definitions:

<p>Machine Learning = A subset of AI focused on developing algorithms that allow computers to learn from data. Computer Vision = Enabling machines to interpret and make decisions based on visual data. Natural Language Processing = Allowing machines to understand and respond to human language. Expert Systems = AI systems designed to provide solutions similar to human experts in a specific field.</p> Signup and view all the answers

Which of the following reflects a key distinction between classic and modern AI?

<p>Classic AI solely relies on predefined rules, while modern AI incorporates learning from data. (D)</p> Signup and view all the answers

Artificial Intelligence is a discipline that aims to create machines that think and act independently of human control.

<p>True (A)</p> Signup and view all the answers

Who is the leader of the Artificial Intelligence and Big Data Theme at Khalifa University?

<p>Naoufel Werghi</p> Signup and view all the answers

Which of the following best describes HAL 9000's intelligence in "2001: A Space Odyssey"?

<p>HAL 9000 displays human-level intelligence, interacting and reasoning like a human. (A)</p> Signup and view all the answers

Which of these actions does HAL 9000 take that suggests it might be taking control of itself?

<p>HAL 9000 disobeys orders from the astronaut, demonstrating autonomous decision-making. (C)</p> Signup and view all the answers

What is the primary focus of the field of Artificial Intelligence as defined by Winston (1992)?

<p>Studying the computational processes that enable perception, reasoning, and action. (D)</p> Signup and view all the answers

Which of the following is NOT a key characteristic of Artificial Intelligence as presented in the content?

<p>Understanding and replicating the human brain's neural network structure (A)</p> Signup and view all the answers

How would you categorize the field of Artificial Intelligence according to the presented content?

<p>A multidisciplinary field addressing the design and creation of intelligent systems. (B)</p> Signup and view all the answers

Which of the following phrases best represents the broader concept of Artificial Intelligence?

<p>Developing intelligent systems that can perform tasks autonomously. (C)</p> Signup and view all the answers

In the context of Artificial Intelligence, "acting rationally" refers to:

<p>Making logical and goal-oriented decisions based on available information. (A)</p> Signup and view all the answers

The course outline highlights which of the following as a key area within modern AI?

<p>Classification and machine learning algorithms (C)</p> Signup and view all the answers

Which type of agent is specifically designed to achieve specific goals through its actions?

<p>Goal-Based Agent (A)</p> Signup and view all the answers

What capability is a Model-Based Reflex Agent primarily responsible for?

<p>Tracking unobservable elements (A)</p> Signup and view all the answers

Which of the following is an example of a Model-Based Reflex Agent?

<p>A smart thermostat (A)</p> Signup and view all the answers

Which type of agent is suitable for environments that require tracking changes over time?

<p>Model-Based Reflex Agent (C)</p> Signup and view all the answers

What defines the primary function of a Goal-Based Agent?

<p>To achieve specific end goals (C)</p> Signup and view all the answers

Which term best describes systems that incorporate uncertainty in behavior due to factors like pedestrian actions?

<p>Stochastic (C)</p> Signup and view all the answers

What type of environment changes is described as dynamic?

<p>An environment that adapts with time (A)</p> Signup and view all the answers

Which characteristic is associated with continuous systems in the context of road positions?

<p>Smooth transitions without interruption (B)</p> Signup and view all the answers

In what way do dynamic environments differ from static ones?

<p>Dynamic environments evolve and can change unpredictably (C)</p> Signup and view all the answers

Which scenario is an example of continuous behavior in an environment?

<p>A pedestrian walking at a steady pace across the street (C)</p> Signup and view all the answers

What characterizes a Simple Reflex Agent?

<p>It only responds to the current percept without considering past events. (A)</p> Signup and view all the answers

Which type of interaction is primarily associated with sociability in agents?

<p>Peer-to-peer interaction with other agents or humans. (C)</p> Signup and view all the answers

What is a key limitation of Simple Reflex Agents?

<p>They lack the ability to learn from past experiences. (D)</p> Signup and view all the answers

In the context of agent types, what does sociability imply for an agent's function?

<p>The facilitation of interaction with other agents or humans. (B)</p> Signup and view all the answers

Which aspect is NOT a characteristic of Simple Reflex Agents?

<p>They can learn from previous interactions. (A)</p> Signup and view all the answers

What does autonomy in AI refer to?

<p>The ability to operate without human intervention. (A)</p> Signup and view all the answers

Which property describes how an AI agent interacts with its surroundings?

<p>Situatedness in receiving sensory input. (B)</p> Signup and view all the answers

How does situatedness contribute to an AI agent's functionality?

<p>By allowing it to change its environment based on sensory input. (B)</p> Signup and view all the answers

What is NOT considered a key property of AI agents?

<p>Collaboration with humans. (A)</p> Signup and view all the answers

Which statement best describes both autonomy and situatedness in AI agents?

<p>Both properties enable independent operation and interaction with the environment. (D)</p> Signup and view all the answers

What characterizes a semi-dynamic environment?

<p>The performance score or preferences of the agent change with time. (A), The environment remains constant over time. (B)</p> Signup and view all the answers

Which scenario exemplifies a semi-dynamic environment?

<p>Online shopping during a limited-time discount. (C)</p> Signup and view all the answers

In a semi-dynamic environment, what remains constant?

<p>The environment's state. (B)</p> Signup and view all the answers

How does an agent's performance score change in a semi-dynamic environment?

<p>It may change over time due to external influences. (A)</p> Signup and view all the answers

Which statement is true about agent's preferences in a semi-dynamic environment?

<p>Preferences can vary over time due to external factors. (C)</p> Signup and view all the answers

What is a key characteristic of an agent operating in a dynamic environment?

<p>It must act quickly or update its decisions as conditions change. (B)</p> Signup and view all the answers

How does an agent typically respond in a dynamic environment?

<p>It continuously assesses the situation and may alter its decision. (B)</p> Signup and view all the answers

Which of the following is NOT an implication of working in a dynamic environment?

<p>The agent can afford to delay responses until it is fully informed. (C)</p> Signup and view all the answers

What challenge does an agent face in a dynamic environment?

<p>Constantly changing conditions requiring rapid adjustments. (B)</p> Signup and view all the answers

In what manner must an agent operating in a dynamic environment make decisions?

<p>Quickly and with the ability to adapt as new information becomes available. (A)</p> Signup and view all the answers

Flashcards

Modus Ponens

A rule of logic that states if a statement is true, and a second statement states that if the first statement is true then a third statement is true, then the third statement must also be true.

Always True Statement

A statement that is always true, regardless of the situation.

Known Fact

A statement that is known to be true in a specific scenario or context.

Deductive Reasoning

The process of using logical rules to draw conclusions from given information.

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Conclusion

The conclusion drawn from applying the Modus Ponens rule.

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Self-control in AI

The ability of artificial intelligence to perform actions it was not designed to do, suggesting independent decision-making.

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What is AI?

The branch of computer science that focuses on creating machines capable of performing tasks that typically require human intelligence.

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Acting Like Humans (AI)

A type of AI that focuses on creating machines that act like humans, even if they don't necessarily think like them.

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Thinking Rationally (AI)

A type of AI that focuses on creating machines that think rationally, even if they don't necessarily act like humans.

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Thinking Like Humans (AI)

A type of AI that focuses on creating machines that think like humans, using similar mental processes and reasoning skills.

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Search Techniques (AI)

The process of finding the best solution among a set of possible choices, often used in AI systems for decision-making.

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Classification & Machine Learning (AI)

This area of AI focuses on techniques that allow machines to classify patterns and make predictions from data, often used in areas like image recognition and spam filtering.

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Modern Artificial Intelligence

The field of AI that aims to create machines that can learn and improve their performance over time without being explicitly programmed.

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Cognitive Science

The study of how the human mind works, focusing on testable theories and principles.

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What is the aim of AI?

The goal of AI is to create machines that can perform tasks that normally require human intelligence.

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Aristotle's Syllogism

A logical structure for arguments that ensures correct conclusions if the premises are true.

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What is the methodology of AI?

A common approach in AI involves taking a task that humans are good at and developing a computer system to perform it effectively.

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What is the Turing Test?

The Turing Test is a way to assess whether a computer can exhibit intelligent behavior that is indistinguishable from a human.

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Modus Ponens Rule

A reasoning rule that states: if 'A' is true, and 'if A then B' is true, then 'B' must be true.

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Basic Statement

A statement that can be either true or false.

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How does the Turing Test work?

The Turing Test involves a human interrogator interacting with a computer and a human without knowing which is which.

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Finding Basic Statements

The process of analyzing information to identify the basic statements that form the premise of an argument.

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What is the purpose of the Turing Test?

The Turing Test aims to provide an objective measure of intelligence, focusing on the content of answers rather than internal processes.

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Statement 'A'

Represented by 'A' in the Modus Ponens Rule, this is the initial or known statement that is assumed to be true.

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What are some benefits of the Turing Test?

The Turing Test aims to avoid philosophical debates about the true nature of intelligence.

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What are some examples of tasks AI is tackling?

Examples of tasks that AI systems are being developed to perform include proving mathematical theorems, playing chess, diagnosing diseases, and driving cars.

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Statement 'B'

Represented by 'B' in the Modus Ponens Rule, this is the statement that is concluded to be true based on the truth of statement 'A' and the conditional statement 'if A then B'.

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Conditional Statement

A conditional statement that expresses a relationship between two statements. It's represented as 'if A then B' in the Modus Ponens Rule.

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Who proposed the Turing Test?

The Turing Test was proposed by Alan Turing in his 1950 paper 'Computing Machinery and Intelligence.'

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What is Facebook Deepface?

Facebook's facial recognition system, launched in 2014, capable of matching human faces with near-human accuracy.

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What is "Attention Is All You Need"?

A deep learning architecture, published by Ashish Waswani in 2017, that revolutionized natural language processing by leveraging attention mechanisms.

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What is ChatGPT?

A groundbreaking language model released by OpenAI in 2020, significantly advancing natural language processing capabilities.

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What is AI's role in Khalifa University?

Khalifa University's efforts to implement AI in diverse fields, including security, healthcare, and maintenance.

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How is AI used for Surveillance and Security in Khalifa University?

An AI application that recognizes faces for security purposes, including access control, surveillance, and identification.

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How is AI used for Gateless Ticketing in Khalifa University?

An AI application that utilizes facial recognition for ticketing, eliminating the need for physical gates or booths.

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How is AI used for Tissue Phenotyping in Khalifa University?

An AI application that analyzes tissue samples for early detection and prognosis of colorectal cancer.

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How is AI used for Nucleus Detection and Classification in Khalifa University?

An AI application that automatically identifies and classifies nuclei in Whole Slide Images (WSI) through graph-based analysis and convolutional neural networks.

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How is AI used for Automatic Screening of Passenger Baggage in Khalifa University?

An AI application for automated screening of passenger baggage, aiming to enhance security measures at airports and other transportation hubs.

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How is AI used for Automatic Vision-based Flare Monitoring in Khalifa University?

An AI application that monitors flare activity using vision-based systems, promoting enhanced safety and environmental protection.

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McCulloch-Pitts Model

The first mathematical model of a neural network, published in 1943 by McCulloch and Pitts. This model laid the foundation for modern neural network research.

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Turing Test

A test proposed by Alan Turing in 1950 to assess a machine's ability to exhibit intelligent behavior equivalent to, or indistinguishable from, that of a human.

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1956: The Birth of AI

The year when the term 'Artificial Intelligence' was officially coined at the Dartmouth Workshop in 1956.

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Perceptron

The first artificial neural network capable of learning, developed by Frank Rosenblatt in 1957. It could learn to recognize patterns from data.

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ELIZA

A natural language processing program created by Joseph Weizenbaum in 1965-1967. ELIZA could simulate conversation by using simple pattern matching and substitution rules, fooling many users into believing they were interacting with a real person.

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Expert Systems

Programs designed to mimic human expertise in specific domains, like financial forecasting or medical diagnoses. They became popular in the 1980s.

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Deep Learning

A major milestone in AI. It refers to the development of neural networks with multiple layers, enabling them to learn more complex patterns from data.

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What is Artificial Intelligence (AI)?

The study of how to make machines that can perceive, reason and act.

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HAL 9000 in "2001 Space Odyssey"

A scene in "2001 Space Odyssey" where HAL 9000, an onboard computer system, appears to disobey instructions. This raises questions about its 'self-control' and possible independent actions.

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Types of AI

Systems that aim to mimic human intelligence, typically focusing on either acting or thinking like humans.

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Search Techniques in AI

The process of finding the best solution among multiple options. This is often used in AI systems for decision-making.

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Classification and Machine Learning

AI systems that use algorithms to learn from data and make predictions. This allows AI to improve its performance without explicit programming.

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Modern AI

The ability for AI to improve its performance over time without being explicitly programmed. This is done by learning from data using things like machine learning.

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Modern Artificial Intelligence: Key Focus

The branch of AI that focuses on making machines that can learn and improve their performance over time without being explicitly programmed.

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Define AI.

AI is the art of creating machines that perform functions that require intelligence when performed by humans.

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What is the Imitation Game?

The Imitation Game is an operational test for intelligent behavior, where a machine tries to convince a human interrogator that it is also human.

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Facebook Deepface

A facial recognition system developed by Facebook in 2014, achieving near-human accuracy in recognizing faces.

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Attention Is All You Need

A groundbreaking deep learning architecture published in 2017, significantly impacting natural language processing by leveraging attention mechanisms.

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ChatGPT

A powerful language model released by OpenAI in 2020, marking a significant advancement in natural language processing capabilities.

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Face-Recognition Applications in Khalifa University

Applications of AI for surveillance and security using facial recognition technology, including access control and identification.

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Down Syndrome Diagnosis using AI

AI applications in healthcare for diagnosing Down syndrome based on facial features.

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Tissue Phenotyping for Colorectal Cancer

AI-powered tissue analysis for detecting and predicting the likelihood of colorectal cancer.

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Nucleus Detection and Classification in WSI

AI for identifying and classifying nuclei in whole slide images (WSI) using graph analysis and deep convolutional neural networks.

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Automatic Screening of Passenger Baggage

AI-powered automated screening of passenger baggage to enhance security at airports and other transportation hubs.

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Automatic Vision-based Flare Monitoring

AI for monitoring flare activity using vision-based systems, ensuring safety and environmental protection.

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Predictive Maintenance using AI

The use of AI to predict potential failures in assets based on data from sensors, networks, and images.

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Autonomy

An agent's ability to act independently without human intervention.

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Situatedness

An agent's ability to perceive and interact with its environment.

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Artificial Intelligence (AI)

A system that aims to mimic human intelligence.

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Model-Based Reflex Agent

An agent that uses a model to keep track of parts of the environment that it can't directly observe.

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Goal-Based Agent

An agent that takes actions to achieve specific goals by reasoning about the consequences of its actions.

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Classification & Machine Learning

AI systems that use algorithms to learn from data and make predictions, such as image recognition or spam filtering.

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Dynamic AI

A type of AI system where the environment changes over time, such as a self-driving car navigating a busy city.

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Continuous AI

Describes a system where the variables are continuous and can take any value within a range, like road positions on a map.

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Stochastic AI

AI systems consider uncertainties, like unpredictable pedestrian behavior, when making decisions.

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Discrete AI

A type of AI system where the variables are discrete and can only take a limited number of values, like traffic light states (red, yellow, green).

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Simple Reflex Agents

Agent programs that respond directly to the current situation (percept) without considering past experiences or future consequences.

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Learning Agents

Agent programs that continuously learn and improve their performance based on feedback received from the environment. They adapt to changing conditions and acquire new knowledge.

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Sociable Agents

Agent programs that interact with other agents or humans. They coordinate actions and exchange information to achieve common goals.

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Dynamic Environment

The environment changes while the agent is making a decision.

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Quick Action or Constant Adjustment

The agent has to act quickly or keep updating its choices because the situation is changing.

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Time-Sensitive Decisions

The agent might have to make decisions in a real-time setting where delays could be harmful.

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Adaptive decision-making

The agent's actions can influence the environment and change future decisions.

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Agent's adaptability

The ability for an agent to adapt to unexpected changes in the environment and learn from its experiences.

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Semi-Dynamic Environment

An environment where the environment itself doesn't change, but the agent's performance score or preferences may change over time.

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Related Documents

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Quiz 1 Prep - AI Concepts (PDF)

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