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IT-702 (A) · Data Science/Unsolved PYQ Paper

DATA SCIENCE - MAY 2024 Question Paper

  1. Unit 2
    7 Marks
    aWhat are the three characteristics of Big Data and what are the main considerations in processing Big Data?
  2. Unit 2
    7 Marks
    bIllustrate the various phases involved in Big Data Analytics with neat diagram. https://www.rgpvonline.com
  3. Unit 3
    7 Marks
    aWhich itemsets satisfy the minimum support of 0.5?
  4. Unit 3
    7 Marks
    bHow are interesting rules identified? How are interesting rules distinguished from coincidental rules?
  5. Unit 2
    7 Marks
    aIn MapReduce how job scheduling is done in case of the fair scheduler?
  6. Unit 4
    7 Marks
    bUse K-means clustering algorithm to divide the following data into two clusters. | | 1 | 2 | 3 | 4 | 5 | |-----|---|---|---|---|---| | X1 | 1 | 2 | 3 | 4 | 5 | | X2 | 1 | 1 | 3 | 2 | 5 |
  7. Unit 2
    7 Marks
    aExplain storage mechanism in HBASE.
  8. Unit 2
    7 Marks
    bDraw and explain HDFS Architecture. Explain the functions of NameNode and DataNodes. What is a secondary NameNode. Is it a suitable to the NamedNode.
  9. Unit 3
    7 Marks
    aWhat R function is used to encode a vector as a category ?
  10. Unit 4
    7 Marks
    bWhat is a rug plot used for in a density plot?
  11. Unit 1
    7 Marks
    aCompare and contrast the terms structured, unstructured and semi-structured data
  12. Unit 5
    7 Marks
    bWhat is an analytic sandbox, and why is it important?
  13. Unit 2
    7 Marks
    aExplain how MapReduce in Hadoop used to perform a word count on the specified dataset?
  14. Unit 2
    4 Marks
    iExplain following command with syntax and one example: copy from Local in Hadoop
  15. Unit 2
    3 Marks
    iiExplain following command with syntax and one example: showing the content of output file in Hadoop
  16. Unit 3OR Choice
    7 Marks
    iAdvantages of Apriori algorithm
  17. Unit 3OR Choice
    7 Marks
    iilinear regression
  18. Unit 4OR Choice
    7 Marks
    iiiDecision tree
  19. Unit 3OR Choice
    7 Marks
    ivDifferent Naive Bayes classifier
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