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

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

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

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

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

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

<p>Cybertron (C)</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 (A)</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 (C)</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 (B)</p> Signup and view all the answers

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