Q. What is the primary purpose of the 'visited' set in Dijkstra's algorithm?
A.
To store the shortest path
B.
To avoid processing the same vertex multiple times
C.
To keep track of the edges
D.
To maintain the priority queue
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Solution
The 'visited' set is used to avoid processing the same vertex multiple times, ensuring that each vertex is only processed once.
Correct Answer:
B
— To avoid processing the same vertex multiple times
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Q. What is the primary purpose of the ARP protocol?
A.
To resolve IP addresses to MAC addresses
B.
To manage network traffic
C.
To establish a connection between devices
D.
To encrypt data packets
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Solution
The primary purpose of the ARP (Address Resolution Protocol) is to resolve IP addresses to MAC addresses in a local network.
Correct Answer:
A
— To resolve IP addresses to MAC addresses
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Q. What is the primary purpose of the HTTP GET method?
A.
To send data to the server
B.
To retrieve data from the server
C.
To delete data on the server
D.
To update data on the server
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Solution
The HTTP GET method is used to retrieve data from a specified resource on the server.
Correct Answer:
B
— To retrieve data from the server
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Q. What is the primary purpose of the HTTP header?
A.
To store data
B.
To provide metadata about the request/response
C.
To encrypt data
D.
To route packets
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Solution
HTTP headers provide metadata about the request or response, such as content type, length, and caching policies.
Correct Answer:
B
— To provide metadata about the request/response
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Q. What is the primary purpose of the HTTP protocol?
A.
To send emails
B.
To transfer files
C.
To request and transmit web pages
D.
To manage network devices
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Solution
The primary purpose of the HTTP protocol is to request and transmit web pages between clients and servers.
Correct Answer:
C
— To request and transmit web pages
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Q. What is the primary purpose of the HTTP status code 404?
A.
Server Error
B.
Not Found
C.
OK
D.
Bad Request
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Solution
The HTTP status code 404 indicates that the requested resource could not be found on the server.
Correct Answer:
B
— Not Found
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Q. What is the primary purpose of the Link Layer in the TCP/IP model?
A.
Data encryption
B.
Physical addressing
C.
Session establishment
D.
Data compression
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Solution
The primary purpose of the Link Layer in the TCP/IP model is to provide physical addressing and manage the physical connection.
Correct Answer:
B
— Physical addressing
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Q. What is the primary purpose of the Physical layer in the OSI model?
A.
Data encryption
B.
Signal transmission
C.
Session establishment
D.
Data compression
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Solution
The primary purpose of the Physical layer (Layer 1) is to transmit raw bitstreams over a physical medium.
Correct Answer:
B
— Signal transmission
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Q. What is the primary purpose of the priority queue in Dijkstra's algorithm?
A.
To store all vertices.
B.
To keep track of visited vertices.
C.
To efficiently retrieve the next vertex with the smallest distance.
D.
To sort the edges.
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Solution
The priority queue is used to efficiently retrieve the next vertex with the smallest distance estimate during the algorithm's execution.
Correct Answer:
C
— To efficiently retrieve the next vertex with the smallest distance.
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Q. What is the primary purpose of the Session Layer in the OSI model?
A.
Establishing, managing, and terminating sessions
B.
Data encryption and decryption
C.
Routing data packets
D.
Error detection and correction
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Solution
The primary purpose of the Session Layer is to establish, manage, and terminate sessions between applications.
Correct Answer:
A
— Establishing, managing, and terminating sessions
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Q. What is the primary purpose of using AVL trees in real-world applications?
A.
To store data in a sorted manner
B.
To allow faster search operations
C.
To maintain balance for efficient operations
D.
To reduce memory usage
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Solution
AVL trees maintain balance through rotations, ensuring that operations like search, insert, and delete remain efficient with a time complexity of O(log n).
Correct Answer:
C
— To maintain balance for efficient operations
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Q. What is the primary purpose of using AVL trees?
A.
To store data in a sorted manner
B.
To allow faster search operations
C.
To maintain balance for efficient operations
D.
To reduce memory usage
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Solution
AVL trees maintain a balance factor to ensure that the height difference between the left and right subtrees is at most one, which allows for efficient search, insert, and delete operations.
Correct Answer:
C
— To maintain balance for efficient operations
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Q. What is the primary purpose of using cloud ML services for data scientists?
A.
To avoid coding
B.
To access large datasets and compute power
C.
To eliminate the need for data cleaning
D.
To reduce collaboration
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Solution
Cloud ML services provide data scientists with access to large datasets and significant compute power, enhancing their analytical capabilities.
Correct Answer:
B
— To access large datasets and compute power
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Q. What is the primary purpose of using cross-validation in model evaluation?
A.
To increase the training dataset size
B.
To reduce overfitting and ensure model generalization
C.
To improve model accuracy
D.
To select the best hyperparameters
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Solution
Cross-validation is used to reduce overfitting and ensure that the model generalizes well to unseen data.
Correct Answer:
B
— To reduce overfitting and ensure model generalization
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Q. What is the primary purpose of using ensemble methods like Random Forests?
A.
To simplify the model.
B.
To improve prediction accuracy by combining multiple models.
C.
To reduce the training time.
D.
To increase interpretability.
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Solution
Ensemble methods like Random Forests improve prediction accuracy by combining the outputs of multiple models, thus leveraging their strengths.
Correct Answer:
B
— To improve prediction accuracy by combining multiple models.
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Q. What is the primary purpose of using Random Forests in machine learning?
A.
To increase model interpretability
B.
To reduce variance and improve accuracy
C.
To simplify the model
D.
To eliminate the need for feature selection
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Solution
Random Forests aim to reduce variance and improve accuracy by averaging multiple Decision Trees.
Correct Answer:
B
— To reduce variance and improve accuracy
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Q. What is the primary real-world application of binary trees?
A.
Database indexing
B.
Image processing
C.
Network routing
D.
Sorting algorithms
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Solution
Binary trees, especially binary search trees, are widely used in database indexing to allow for efficient data retrieval.
Correct Answer:
A
— Database indexing
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Q. What is the primary reason for using a Red-Black tree over an AVL tree?
A.
Faster search times
B.
Faster insertion and deletion times
C.
Easier implementation
D.
More memory efficient
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Solution
Red-Black trees allow for faster insertion and deletion operations compared to AVL trees because they require fewer rotations to maintain balance.
Correct Answer:
B
— Faster insertion and deletion times
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Q. What is the primary reason for using AVL trees over regular binary search trees?
A.
Easier implementation
B.
Faster search times
C.
Better memory usage
D.
More balanced structure
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Solution
AVL trees maintain a more balanced structure than regular binary search trees, leading to better performance in search operations.
Correct Answer:
D
— More balanced structure
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Q. What is the primary requirement for using binary search?
A.
The array must be sorted
B.
The array must be unsorted
C.
The array must contain unique elements
D.
The array must be of fixed size
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Solution
Binary search requires the array to be sorted in order to function correctly.
Correct Answer:
A
— The array must be sorted
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Q. What is the primary role of a router in a network?
A.
Connect devices within the same network
B.
Filter traffic based on IP addresses
C.
Provide wireless connectivity
D.
Store data for quick access
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Solution
The primary role of a router is to filter traffic based on IP addresses and route packets between different networks.
Correct Answer:
B
— Filter traffic based on IP addresses
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Q. What is the primary role of the Presentation layer in the OSI model?
A.
Data encryption and decryption
B.
Session management
C.
Routing data
D.
Error detection
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Solution
The primary role of the Presentation layer is to format and translate data, including encryption and decryption.
Correct Answer:
A
— Data encryption and decryption
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Q. What is the primary use of a binary tree in applications?
A.
Sorting data
B.
Storing hierarchical data
C.
Searching for data
D.
All of the above
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Solution
Binary trees are used for sorting, storing hierarchical data, and searching for data, making option 'All of the above' correct.
Correct Answer:
D
— All of the above
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Q. What is the primary use of a binary tree in computer science?
A.
To store data in a linear fashion
B.
To represent hierarchical data
C.
To perform arithmetic operations
D.
To manage memory allocation
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Solution
Binary trees are primarily used to represent hierarchical data structures.
Correct Answer:
B
— To represent hierarchical data
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Q. What is the primary use of a binary tree in data structures?
A.
To store data in a linear fashion.
B.
To implement priority queues.
C.
To represent hierarchical data.
D.
To perform sorting operations.
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Solution
Binary trees are primarily used to represent hierarchical data.
Correct Answer:
C
— To represent hierarchical data.
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Q. What is the primary use of a binary tree in real-world applications?
A.
Storing data in a linear format
B.
Implementing priority queues
C.
Representing hierarchical data
D.
Sorting data
Show solution
Solution
Binary trees are primarily used to represent hierarchical data structures, such as file systems and organizational charts.
Correct Answer:
C
— Representing hierarchical data
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Q. What is the primary use of a queue data structure?
A.
To reverse elements
B.
To sort elements
C.
To manage tasks in order
D.
To store elements randomly
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Solution
Queues are primarily used to manage tasks in the order they arrive, following the FIFO principle.
Correct Answer:
C
— To manage tasks in order
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Q. What is the primary use of a queue in real-world applications?
A.
Sorting data
B.
Managing tasks
C.
Storing data
D.
Searching data
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Solution
Queues are primarily used for managing tasks in scenarios like print jobs or task scheduling.
Correct Answer:
B
— Managing tasks
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Q. What is the primary use of a queue in tree traversal?
A.
To store nodes for depth-first search
B.
To store nodes for breadth-first search
C.
To store nodes for sorting
D.
To store nodes for searching
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Solution
A queue is primarily used in breadth-first search (level order traversal) to keep track of nodes to be visited next.
Correct Answer:
B
— To store nodes for breadth-first search
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Q. What is the primary use of a stack data structure?
A.
FIFO operations
B.
LIFO operations
C.
Random access
D.
Dynamic resizing
Show solution
Solution
A stack operates on a Last In First Out (LIFO) principle, where the last element added is the first to be removed.
Correct Answer:
B
— LIFO operations
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