Data Structure and Analytics
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Questions and Answers

What is the primary characteristic of a deep learning model?

  • It is used for simple tasks
  • It requires more data points to improve accuracy (correct)
  • It relies on less data
  • It makes predictions that minimize errors
  • What is the main difference between supervised and unsupervised learning?

  • Supervised learning uses labeled inputs and outputs, whereas unsupervised learning uses unlabeled data (correct)
  • Supervised learning uses unlabeled data, whereas unsupervised learning uses labeled inputs and outputs
  • Supervised learning is used for forecasting, whereas unsupervised learning is used for sentiment analysis
  • Supervised learning is used for complex tasks, whereas unsupervised learning is used for simple tasks
  • What is the purpose of machine learning?

  • To analyze and cluster unlabeled data
  • To detect fraud
  • To make predictions that minimize errors (correct)
  • To improve accuracy with more data points
  • What is the process of arranging large textual data to extract relevant information?

    <p>Text Mining</p> Signup and view all the answers

    What is the trend observed in the words selected for the three topics - inflation, growth, and uncertainty?

    <p>The share of inflation and growth topics has increased</p> Signup and view all the answers

    What is the purpose of sentiment analysis?

    <p>To determine the overall sentiment associated with MPR</p> Signup and view all the answers

    What is the advantage of using machine learning-based techniques over traditional ones in forecasting inflation?

    <p>They provide performance gains</p> Signup and view all the answers

    What is the characteristic of a neural network that can be considered a deep learning algorithm?

    <p>It has more than three layers, including the inputs and the output</p> Signup and view all the answers

    What is the purpose of machine learning in the context of RBI?

    <p>To summarize various non-linear relationships in the data</p> Signup and view all the answers

    What is the observation about inflation-related topics in the RBI data?

    <p>They have been discussed more frequently</p> Signup and view all the answers

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