Data Science Overview by Mike Loukides
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Questions and Answers

What is one of the research problems in big data science according to the text?

  • Developing new hardware technologies
  • Optimizing database management
  • Big data classification (correct)
  • Improving network infrastructure
  • What are the three key characteristics of big data mentioned in the text?

  • Volume, velocity, and variety (correct)
  • Variability, visualization, and volatility
  • Velocity, veracity, and volume
  • Validity, veracity, and value
  • What is one of the technological dilemmas in big data science mentioned in the text?

  • The difficulty in finding skilled data scientists
  • The nonexistence of technology that can manage and analyze dynamically growing massive data efficiently (correct)
  • The lack of effective data storage solutions
  • The high cost of modern data processing hardware
  • What is one of the machine learning techniques mentioned in the text that is suitable for big data classification?

    <p>Decision tree learning (C)</p> Signup and view all the answers

    What is one of the dimensionality reduction techniques mentioned in the text?

    <p>Principal component analysis (PCA) (A)</p> Signup and view all the answers

    What technology is mentioned in the text that facilitates distributed machine learning?

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

    What is data science primarily concerned with?

    <p>The management and analysis of data sets (A)</p> Signup and view all the answers

    What type of systems can produce massive amounts of data, or 'big data'?

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

    What is a challenge associated with 'big data'?

    <p>It is unstructured and hard to analyze (B)</p> Signup and view all the answers

    Which of the following industries or organizations is NOT mentioned as facing challenges with 'big data'?

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

    What is the purpose of the field of 'big data science'?

    <p>To address the challenges of managing and analyzing 'big data' (D)</p> Signup and view all the answers

    What is required for the advancement of 'big data science'?

    <p>A new direction in research and educational efforts (D)</p> Signup and view all the answers

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