Artificial Intelligence Overview - 1st Semester
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Questions and Answers

Which of the following events did NOT occur in the history of artificial intelligence during the 1950s?

  • Establishment of the Turing test by Alan Turing
  • Introduction of the perceptron by Frank Rosenblatt
  • Development of the first chatbot ELIZA (correct)
  • Creation of the Logic Theorist by Newell and Simon

What significant AI concept was coined at the Dartmouth Conference?

  • Natural Language Processing
  • Machine Learning
  • Artificial Intelligence (correct)
  • Neural Networks

Which AI breakthrough was demonstrated by Deep Blue in 1997?

  • Beating a world chess champion (correct)
  • Training of convolutional neural networks
  • Creation of the first chatbot
  • Recognition of handwritten characters

Who popularized the backpropagation method for training neural networks?

<p>Geoffrey Hinton and David Rumelhart (B)</p> Signup and view all the answers

Which programming language was specifically created for logic programming in 1972?

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

Which of the following is NOT a task that artificial intelligence systems aim to mimic?

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

Which neural network type was demonstrated to learn and process information in a new way by John Hopfield in 1982?

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

Which event in the history of AI involved the recognition of handwritten characters?

<p>Introduction of convolutional neural networks (A)</p> Signup and view all the answers

What significant event happened in 2012 that impacted the field of computer vision?

<p>AlexNet won the ImageNet challenge (D)</p> Signup and view all the answers

Which field of AI primarily involves the design of systems for decision-making support?

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

What ethical issue in AI deals with ensuring technology is developed and applied in a fair manner?

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

Which AI subfield is primarily concerned with the manipulation and recognition of visual information?

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

Which advancement in AI was demonstrated when AlphaGo defeated the Go champion Ke Jie?

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

What does the term 'value alignment' in AI ethics refer to?

<p>Aligning AI systems with human values and ethics (C)</p> Signup and view all the answers

In what year was the influential paper 'Attention is All You Need' published?

<p>2017 (A)</p> Signup and view all the answers

Which of the following is NOT a sub-field of artificial intelligence?

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

Flashcards

Artificial Intelligence (AI)

Creating computer programs to simulate human intelligence, including problem-solving and learning.

Turing Test

A test to determine if a machine can exhibit intelligent behavior equivalent to, or indistinguishable from, that of a human.

Logic Theorist

An early AI program that could prove mathematical theorems.

Dartmouth Conference

The meeting where Artificial Intelligence was officially recognized as a field.

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Perceptron

An early neural network.

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Chatbot

A computer program designed to simulate conversation.

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Expert System

AI system that embodies the knowledge and decision-making ability of a human expert.

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Convolutional Neural Networks (CNNs)

Neural networks specialized at image recognition. Particularly used for handwriting recognition.

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AI Subfields

AI is broken down into many areas using various techniques to create intelligent machines. Examples include cognitive science, evolutionary computation, perception, robotics, expert systems, and machine learning.

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AI Ethics

AI ethics focuses on minimizing risks and negative consequences while achieving desired outcomes.

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DARPA Grand Challenge (2005)

A competition where a Stanford team drove a car autonomously for 131 miles in the desert.

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ImageNet Challenge (2012)

A competition where AlexNet won, marking a pivotal moment in deep learning development.

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Transformer Model

A type of neural network architecture, introduced in 2017, that excels at tasks like natural language processing.

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AlphaGo (2017)

AI program that defeated a Go champion, showcasing significant progress in AI.

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Generative Pre-trained Transformer (GPT)

An AI model that can create human-like text.

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AI Key Issues

Important concerns in AI, including data privacy, ethical decision-making, fairness, transparency, and potential misuse of the technology.

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Study Notes

Artificial Intelligence - Overview

  • Presented by Emmanuel Ali (PhD)
  • October 7, 2024
  • 1st Semester

Outline

  • Introduction to AI
  • Search Algorithms
  • Evolutionary Algorithms
  • Knowledge representation and inference
  • Machine Learning Fundamentals

Introduction to Artificial Intelligence

  • AI is a concept enabling machines to exhibit human-like intelligence.
  • This involves creating algorithms and programs to handle complex and simple tasks.
  • AI aims to mimic human cognitive functions, improving performance through learning and adaptation.
  • AI systems handle problem-solving, learning, reasoning, understanding natural language, and pattern recognition.

History of Artificial Intelligence

  • 1950: Turing test introduced as a measure of intelligence.
  • 1955: Newell and Simon created the Logic Theorist.
  • 1956: Dartmouth Conference coined the term "Artificial Intelligence."
  • 1958: Rosenblatt introduced the perceptron (early neural network).
  • 1966: ELIZA, the first chatbot, developed by Joseph Weizenbaum.
  • 1972: Prolog, a logic programming language, was created.
  • 1980: XCON for Digital Equipment Corporation.
  • 1982: Hopfield neural network.
  • 1989: LeCun, Bengio, and Haffner demonstrated CNNs (convolutional neural networks).
  • 1997: Deep Blue beat Garry Kasparov.
  • 2005: Stanford team won the DARPA Grand Challenge.
  • 2012: AlexNet and ImageNet challenge.
  • 2017: Transformers and AlphaGo.
  • 2019: Advancements in Generative Pre-trained Transformer (GPT) language models.

Subfields of AI

  • Cognitive Science & Brain Understanding: Brain modeling
  • Evolutionary Computation: Genetic algorithms, genetic programming
  • Perception & Vision: Object recognition, image understanding
  • Robotics: Intelligent control, autonomous exploration
  • Expert Systems: Decision support systems, teaching systems
  • Speech Processing: Speech recognition, production
  • Natural Language Processing: Machine translation
  • Planning & Decision Making: Scheduling, game playing
  • Machine Learning: Decision tree learning, version space learning, time series prediction, classification

Ethics in AI

  • AI ethics aims to minimize risks and achieve optimal outcomes.
  • Key issues encompass data responsibility/privacy, moral agency/value alignment, fairness, explainability, robustness, transparency, environmental sustainability, inclusion, accountability, trust, and technological misuse.

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Explore the foundational concepts of Artificial Intelligence in this quiz, covering topics such as search algorithms, evolutionary algorithms, and machine learning fundamentals. Discover the history and evolution of AI from its inception to its modern applications, and test your understanding of its key principles.

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