Machine Learning Fundamentals
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Questions and Answers

What mathematical discipline provides the foundations for Machine Learning?

  • Linear Algebra
  • Calculus
  • Number Theory
  • Mathematical Optimization (correct)
  • Who coined the term 'machine learning' in 1959?

  • Alan Turing
  • Marvin Minsky
  • Arthur Samuel (correct)
  • John McCarthy
  • Which field focuses on exploratory data analysis through unsupervised learning?

  • Predictive Modeling
  • Data Mining (correct)
  • Reinforcement Learning
  • Statistical Inference
  • In the context of machine learning, what does PAC learning stand for?

    <p>Probably Approximately Correct Learning</p> Signup and view all the answers

    Which application area is NOT mentioned in the text as being impacted by machine learning?

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

    Who introduced a theoretical neural structure formed by interactions among nerve cells?

    <p>Donald Hebb</p> Signup and view all the answers

    Which machine developed in the early 1960s used punched tape memory for learning?

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

    Who proposed early mathematical models of neural networks to come up with algorithms mirroring human thought processes?

    <p>Walter Pitts</p> Signup and view all the answers

    Which author provided a widely quoted definition of machine learning algorithms involving experience, tasks, and performance measures?

    <p>Tom M. Mitchell</p> Signup and view all the answers

    In which paper did Alan Turing replace the question 'Can machines think?' with 'Can machines do what we can do?'

    <p>Computing Machinery and Intelligence</p> Signup and view all the answers

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