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This section includes InterviewSolutions, each offering curated multiple-choice questions to sharpen your knowledge and support exam preparation. Choose a topic below to get started.

1.

__________statistics provides inferences on population.

Answer»

__________statistics PROVIDES inferences on population.
Choose the correct ANSWER from below LIST
(1)Descriptive
(2)Inferential

Answer:-(2)Inferential

2.

__________ term portrays the process of discovering small pieces from a large volume of raw material.

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__________ TERM portrays the process of discovering small PIECES from a large volume of raw MATERIAL.
(1)CHOOSE the correct answer from below list
(2)Data
(3)Data Cleaning
(4)Mining

Answer:-(4)Mining

3.

Which of the following association measure helps in identifying how frequently the item appears in a dataset?

Answer»

Which of the following association measure HELPS in identifying how frequently the item appears in a DATASET?
Choose the correct answer from below list
(1)Confidence
(2)LIFT
(3)Support

Answer:-(3)Support

4.

Clustering process works on _________ measure.

Answer» CLUSTERING process WORKS on _________ measure.
Choose the correct answer from below LIST
(1)Lift
(2)Support
(3)Confidence
(4)Probability
(5)Distance

Answer:-(5)Distance
5.

__________ step of KDD process helps in identifying valuable patterns.

Answer»

__________ step of KDD process helps in identifying valuable patterns.
Choose the CORRECT ANSWER from below LIST
(1)Pattern Evaluation
(2)Knowledge Presentation
(3)Data Mining

Answer:-(1)Pattern Evaluation

6.

__________ aids in identifying associations, correlations, and frequent patterns in data.

Answer»

__________ aids in IDENTIFYING associations, correlations, and FREQUENT patterns in data.
Choose the correct ANSWER from below list
(1)Association Rule MINING
(2)Classification
(3)Clustering

Answer:-(1)Association Rule Mining

7.

In Association Rules, the Antecedent and Consequent form a disjoint set.

Answer»

In Association RULES, the Antecedent and Consequent FORM a disjoint set.
Choose the CORRECT answer from below LIST
(1)True
(2)False

Answer:-(1)True

8.

__________ outlier significantly deviates based on the context selected.

Answer»

__________ OUTLIER significantly DEVIATES based on the context selected.
Choose the correct answer from below list
(1)COLLECTIVE Outlier
(2)Global Outlier
(3)Contextual Outlier
(4)None of the options

Answer:-(3)Contextual Outlier

9.

Which of the following helps in measuring the central tendency of the dataset?

Answer»

Which of the following helps in measuring the central tendency of the dataset?
Choose the correct option from below LIST
(1)Median
(2)MODE
(3)All the OPTIONS
(4)Mean

Answer:-(3)All the options

10.

Which of the following helps in measuring the dispersion range of the data?

Answer»

Which of the following helps in measuring the dispersion RANGE of the data?
Choose the correct answer from below list
(1)VARIANCE
(2)NONE of the options
(3)All the options
(4)Standard Deviation
(5)Range
(6)Interquartile range

Answer:-(3)All the options

11.

Classification predicts the value of __________ variable.

Answer»

Classification predicts the VALUE of __________ variable.
Choose the correct answer from below list
(1)Continuous
(2)CATEGORICAL

Answer:-(2)Categorical

12.

Which among the following is/are (an) outlier detection method(s)?

Answer»

Which AMONG the following is/are (an) OUTLIER detection METHOD(s)?
Choose the correct answer from below list
(1)All the options
(2)None of the options
(3)Proximity-based approach
(4)Clustering-based approach
(5)Classification approach
(6)Statistical approach

Answer:-(1)All the options

13.

The science of collecting, interpreting, and analyzing data is known as __________.

Answer»

The science of COLLECTING, interpreting, and analyzing DATA is known as __________.
Choose the CORRECT answer from below list
(1)Statistics
(2)Probability
(3)Data Collection
(4)Data Description

Answer:-(1)Statistics

14.

Descriptive statistics is used in __________ datasets.

Answer» DESCRIPTIVE STATISTICS is used in __________ DATASETS.
CHOOSE the CORRECT answer from below list
(1)Sample
(2)Population
(3)All the options

Answer:-(1)Sample
15.

__________ parameter of regression helps in identifying the direction of relationship between variables.

Answer»

__________ parameter of REGRESSION helps in IDENTIFYING the direction of relationship between variables.
CHOOSE the correct ANSWER from below list
(1)Measure of Discrepancy
(2)Regression Coefficient

Answer:-(2)Regression Coefficient

16.

__________ stage of data science process helps in converting raw data into a machine-readable format.

Answer»

__________ stage of data science process helps in converting raw data into a machine-readable format.
Choose the correct answer from below LIST
(1)Data Description
(2)Data Cleaning
(3)Exploratory Data Analysis
(4)Data GATHERING

Answer:-(3)Exploratory Data Analysis

17.

Inferential statistics is used in __________ datasets.

Answer»

Inferential STATISTICS is used in __________ datasets.
Choose the correct answer from below LIST
(1)SAMPLE
(2)Population
(3)All the Options

Answer:-(2)Population

18.

__________ step of classification contributes to the construction of learning model.

Answer»

__________ STEP of classification contributes to the construction of learning model.
Choose the CORRECT answer from below list
(1)Classification Step
(2)Learning Step

Answer:-(2)Learning Step

19.

Distance measure(s) used in clustering process of Numeric Dataset is/are __________.

Answer»

Distance MEASURE(s) used in clustering process of Numeric Dataset is/are __________.
(1)Minkowski
(2)HAMMING
(3)All the OPTIONS
(4)Manhattan Distance

Answer:-(3)All the options

20.

Jacard Index distance measure is used on __________.

Answer»

Jacard Index DISTANCE measure is USED on __________.
Choose the CORRECT answer from below list
(1)Numeric dataset
(2)Non-numeric dataset

Answer:-(2)Non-numeric dataset

21.

Collective outlier significantly deviates from the entire dataset.

Answer» COLLECTIVE outlier SIGNIFICANTLY DEVIATES from the entire dataset.
Choose the correct answer from below list
(1)True
(2)False

Answer:-(2)False
22.

__________association measure compares the confidence with the expected confidence.

Answer»

__________association measure compares the confidence with the EXPECTED confidence.
Choose the CORRECT option from below LIST
(1)Lift
(2)Confidence
(3)Support

Answer:-(1)Lift

23.

Identify the Unsupervised Learning method

Answer»

Identify the UNSUPERVISED Learning method.
Choose the correct option from below list
(1)CLASSIFICATION
(2)CLUSTERING
(3)ASSOCIATION Rule Mining

Answer:-(2)Clustering

24.

Regression can be used in predicting/forecasting Applications.

Answer» REGRESSION can be used in predicting/forecasting Applications.
Choose the correct answer from below LIST
(1)TRUE
(2)False

Answer:-(1)True
25.

What is KDD and its Process

Answer»

What is KDD and its Process
Some of the people SAYS that data MINING as a synonym of Knowledge Discovery in Databases or KDD and some others consider Data Mining as a vital step in the KDD process.

Below are the steps in KDD Process

(1)Data Cleaning - Here we will Remove the noisy and inconsistent data.
(2)Data Integration - Here data from diverse sources are unified.
(3)Data Selection - Here we will get retrieved the relevant data.
(4)Data Transformation - Here Data is TRANSFORMED into appropriate forms.
(5)Data Mining -This is Intelligent methods which is applied to extract knowledge and PATTERNS.
(6)Pattern Evaluation - This is used to identifies valuable patterns.
(7)Knowledge Presentation- Visualization and presentation of the extracted knowledge and the identified patterns.

26.

Identify the algorithm that works based on the concept of clustering.

Answer»

Identify the algorithm that WORKS based on the CONCEPT of clustering.
Choose the correct ANSWER from below LIST
(1)K-Means
(2)SVM
(3)Decision Tree

Answer:-(1)K-Means

27.

__________statistics provides the summary statistics of the data.

Answer»

__________statistics provides the summary STATISTICS of the data.
Choose the CORRECT ANSWER from below list
(1)DESCRIPTIVE
(2)Inferential

Answer:-(1)Descriptive

28.

Which process of KDD aids in unifying data from different sources?

Answer»

Which process of KDD aids in unifying data from different SOURCES?
Choose the correct answer from below LIST
(1)Data Cleaning
(2)Data Selection
(3)Data Mining
(4)Pattern Evaluation
(5)Data INTEGRATION

Answer:-(5)Data Integration

29.

Classification is a __________ task.

Answer» CLASSIFICATION is a __________ task.
Choose the correct ANSWER from below list
(1)DATA ANALYSIS
(2)Data Transformation
(3)Data Integration
(4)Data Cleaning

Answer:-(1)Data Analysis
30.

Response variable is a __________.

Answer»

Response VARIABLE is a __________.
Choose the correct ANSWER from below list
(1)Dependent Variable
(2)Predictor Variable
(3)Explanatory Variable
(4)All the options

Answer:-(1)Dependent Variable

31.

Explanatory variable is a __________.

Answer»

Explanatory variable is a __________.
Choose the CORRECT answer from below list
(1)Predictor Variable
(2)Dependent Variable
(3)None of the options
(4)All the options
(5)Response variable

Answer:-(1)Predictor Variable

32.

Derived relationships in Association Rule Mining are represented in the form of __________.

Answer»

Derived relationships in Association Rule Mining are represented in the form of __________.
Choose the correct ANSWER from below list
(1)Charts
(2)Decision TREE
(3)All the options
(4)RULES

Answer:-(4)Rules