Data Sciences MCQs with Answers
Exciting News for Aspiring ICTO Candidates: Prepare for Pakistan Army, Navy, and PAF Information Technology Branch Exams with Top-Rated Data Sciences and Computer Questions!
We understand the importance of thorough preparation, and to support your journey towards a successful career in the armed forces’ IT sector, we have compiled a tailored set of questions that cover key aspects of data sciences and computer sciences. These questions are designed to align with the requirements of the ICTO exams, ensuring that you are well-equipped with the knowledge and skills necessary to excel in the selection process.
Free Online Data Sciences MCQs
Data Sciences Jobs MCQs with Answers
By utilizing these resources, you will not only strengthen your understanding of data sciences but also sharpen your grasp on computer-related concepts, giving you a competitive edge during the examination. We believe that a strong foundation in these areas will not only contribute to your success in the exams but will also prepare you for the challenges and responsibilities that come with a career in Information Technology within the armed forces.
What is the primary goal of data preprocessing in data science?
- A. Data visualization
- B. Data cleaning
- C. Model training
- D. Feature extraction
Correct Answer: B. Data cleaning
In machine learning, what does the term “overfitting” refer to?
- A. Model fitting the training data well but failing on new data
- B. Model generalizing well to new data
- C. Model underperforming on both training and new data
- D. Model having an optimal fit on the training data
Correct Answer: A. Model fitting the training data well but failing on new data
Which statistical measure provides a central tendency of a dataset?
- A. Standard deviation
- B. Median
- C. Range
- D. Variance
Correct Answer: B. Median
What is the purpose of the k-nearest neighbors (KNN) algorithm?
- A. Classification
- B. Regression
- C. Clustering
- D. Feature scaling
Correct Answer: A. Classification
Which data type is used to represent categorical variables in Pandas?
- A. Float
- B. String
- C. Object
- D. Int
Correct Answer: C. Object
What does the acronym SQL stand for in the context of databases?
- A. Structured Question Language
- B. System Query Language
- C. Standardized Query Language
- D. Structured Query Language
Correct Answer: D. Structured Query Language
Which of the following is a supervised learning algorithm?
- A. K-means clustering
- B. Decision tree
- C. Apriori algorithm
- D. Principal Component Analysis (PCA)
Correct Answer: B. Decision tree
What is the purpose of the term “bagging” in ensemble learning?
- A. Boosting the model performance
- B. Reducing model complexity
- C. Training multiple models independently
- D. Feature selection
Correct Answer: C. Training multiple models independently
What is the main advantage of using a NoSQL database over a traditional relational database?
- A. ACID compliance
- B. Schema flexibility
- C. Strict consistency
- D. Tabular data representation
Correct Answer: B. Schema flexibility
In a confusion matrix, what does the term “precision” measure?
- A. Proportion of true positives to actual positives
- B. Proportion of true negatives to actual negatives
- C. Proportion of true positives to predicted positives
- D. Proportion of true negatives to predicted negatives
Correct Answer: C. Proportion of true positives to predicted positives
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