What is the Flajolet-Martin algorithm? Explain its steps for estimating the number of unique elements in a data stream. Compare it with the use of a Bloom Filter.
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Explain Cosine Similarity and Jaccard Similarity with examples. How are these measures used in recommendation systems and document similarity analysis?
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What are Column-based, Document-based, and Graph-based NoSQL databases? For each type, give an example and explain a real-world use case where it is most suitable.
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Compare MapReduce and Apache Spark with respect to data processing speed, fault tolerance, and ease of use. Provide a real-world use case where Spark is more beneficial than MapReduce.
See Answer →Explain the Hadoop Distributed File System (HDFS) architecture with a diagram. Describe the role of NameNode and DataNodes in storing and retrieving large-scale datasets.
See Answer →What are the Four Vs of Big Data? Give real-world examples for each. Compare Big Data systems with traditional data warehouses in terms of architecture and functionality.
See Answer →Discuss the data cleaning process in detail. Explain missing value imputation techniques and the impact of data quality on predictive model performance.
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What is Correlation in statistics? Explain the difference between positive correlation and negative correlation with examples. Discuss how the Central Limit Theorem is applied in Data Science projects.
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Differentiate between descriptive, inferential, and causal data analysis with suitable examples.
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Define the term Data Science. Explain the role of data sampling in Data Science.
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Distinguish between efficiency approach and time management approach to effective time management.
See Answer →Discuss the 80/20 principle.
See Answer →Examine the relevance of fight or flight model in a threatful situation.
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Examine the primary preventive stress management techniques for organisation.
See Answer →What are the major distractions at the workplace?
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