Artificial Intelligence and Machine Learning MCQs | STS IBA FPSC BPSC SPSC PPSC Mcqs Test Preparation

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What is the main goal of reinforcement learning?

A. Classification
B. Regression
C. Decision-making
D. Dimensionality reduction

Answer: Decision-making

In which type of machine learning does the model learn from labeled data?

A. Unsupervised Learning
B. Supervised Learning
C. Reinforcement Learning
D. Semi-supervised Learning

Answer: Supervised Learning

Which technique is used to prevent overfitting in machine learning models?

A. Regularization
B. Normalization
C. Standardization
D. Feature Selection

Answer: Regularization

Which of the following algorithms is commonly used for classification tasks?

A. K-means Clustering
B. Support Vector Machine (SVM)
C. Principal Component Analysis (PCA)
D. K-Nearest Neighbors (KNN)

Answer: Support Vector Machine (SVM)

What is the primary purpose of a neural network in machine learning?

A. Data compression
B. Pattern recognition
C. Data sorting
D. Data retrieval

Answer: Pattern recognition

Which of the following is a supervised learning algorithm?

A. K-means Clustering
B. Decision Trees
C. Principal Component Analysis
D. Autoencoders

Answer: Decision Trees

Which algorithm is used to find the shortest path in a graph?

A. Dijkstra's Algorithm
B. Merge Sort
C. Depth First Search
D. Breadth First Search

Answer: Dijkstra's Algorithm