JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY HYDERABAD
JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY HYDERABAD MCA 2017 BIG DATA ANALYTICS Previous Question Paper (August - 2017 - R15)
Note: This question paper contains two parts A and B. Part A is compulsory which carries 25 marks. Answer all questions in Part A. Part B consists of 5 Units. Answer any one full question from each unit. Each question carries 10 marks and may have a, b, c as sub questions.
Part A
What is big data analytics? What is not big data analytics?
Answer
Big data analytics is the process of examining large and varied data sets to uncover hidden patterns, market trends, customer preferences, and other useful information that can help organizations make more informed business decisions. It involves applying advanced analytic techniques such as predictive modeling, statistical analysis, and machine learning on big data.
Conversely, not big data analytics refers to traditional data processing methods that rely on structured data stored in relational databases (RDBMS), which can be efficiently managed using standard SQL queries and traditional business intelligence tools. It does not involve the high-velocity, high-variety, or massive-volume data characteristics that require distributed computing frameworks like Hadoop or Spark.
What are data visualization tools? Explain.
Answer
Data visualization tools are software applications that translate complex raw data into graphical representations such as charts, graphs, maps, and dashboards. These tools enable users to identify patterns, outliers, and trends that are difficult to discern in text-based data.
Key examples include:
- Tableau: Known for its powerful interactive dashboards and ability to connect to various data sources.
- Power BI: A Microsoft tool that integrates seamlessly with Excel and provides robust business intelligence capabilities.
- D3.js: A JavaScript library for producing dynamic, interactive data visualizations in web browsers.
Explain about the org.apache.hadoop.io package.
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Write about history of Hadoop.
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Define mobile analytics.
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Part B
Describe evolution of big data.
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What are open source analytical tools? Explain.
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What is big data? Explain its elements.
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Explain about greatest challenges that prevent business from capitalizing big data. What are top challenges facing big data?
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What are various types of analytics? Explain.
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Give a comparison of various analytical tools.
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Explain about developing an analytic team.
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What are analytical approaches? Explain.
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Explain about working of MapReduce.
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Discuss about HDFS high availability.
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Explain about Map and Reduce functions.
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Describe combining HDFS and HBase.
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What are distributed computing challenges? Explain.
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Why Hadoop? Why not RDBMS?
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Explain about processing data with Hadoop.
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Discuss in detail about HDFS daemons.
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Explain the following:
Understanding text mining Process
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Types of applications for mobile analytics.
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Explain the following:
Online social media analysis
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Real-time analytics tools
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