Machine Learning Training Process

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Questions and Answers

What is the purpose of the training dataset in machine learning?

  • To adjust internal parameters based on the predicted outcome
  • To provide feedback to the model through correct answers (correct)
  • To make predictions based on labeled data
  • To evaluate the model's performance with new data

In which type of machine learning, does the model learn from data that already has the answers provided?

  • Unsupervised Learning
  • Reinforcement Learning
  • Backpropagation
  • Supervised Learning (correct)

What is the primary method used in neural networks to adjust internal parameters based on prediction errors?

  • Validation
  • Unsupervised Learning
  • Backpropagation (correct)
  • Reinforcement Learning

Why is it essential to evaluate a model's performance using metrics like accuracy and recall?

<p>To determine how well the model is performing and if it is ready for deployment (C)</p> Signup and view all the answers

What is the first step in the process of machine learning according to the text?

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

What is the purpose of feature extraction in machine learning?

<p>To translate raw data into a usable format (A)</p> Signup and view all the answers

How does model selection in machine learning depend on the problem being addressed?

<p>It depends on the type of data available and desired outcome (D)</p> Signup and view all the answers

In machine learning, what is a model?

<p>A representation of a real-world process (C)</p> Signup and view all the answers

What is the primary goal of training machine learning models?

<p>Creating models that generalize well to unseen data (C)</p> Signup and view all the answers

How can models be fine-tuned in machine learning?

<p>Adjusting parameters, adding more data, or choosing a different model (A)</p> Signup and view all the answers

What is the purpose of continuous learning in machine learning models?

<p>To ensure the model improves as it is exposed to more data even after deployment (D)</p> Signup and view all the answers

Who proposed the Turing Test to determine if a machine can exhibit intelligent behavior like a human?

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

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