Solve your IGNOU Doubts
Solve your IGNOU Doubts
Question:

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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Question:

 

Explain Cosine Similarity and Jaccard Similarity with examples. How are these measures used in recommendation systems and document similarity analysis?

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Question:

 

 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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Question:

 

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.

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Question:

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.

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Question:

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.

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Question:

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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Question:

 

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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Question:

 

Differentiate between descriptive, inferential, and causal data analysis with suitable examples.

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Question:

 

Define the term Data Science. Explain the role of data sampling in Data Science.

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Question:

 

Distinguish between efficiency approach and time management approach to effective time management.

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Question:

Discuss the 80/20 principle.

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Question:

 

Explain Parkinson's Law.

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Question:

 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. 

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Question:

 

 Explain the skills of time management.

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Question:

 

Describe the General Adaptation Syndrome (GAS) in stress management.

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Question:

What are the major distractions at the workplace?

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Question:

 

 Discuss the nature, concept and significance of stress.

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Question:

 

What is organic electronics? Explain the working of an organic diode.

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