Computer Science MCQS

Agentic AI refers to artificial intelligence systems that possess a degree of autonomy and can take actions independently to achieve predefined goals. Unlike traditional AI that might just respond to prompts or process data passively, agentic AI actively perceives its environment, reasons about potential actions, plans a sequence of steps, and then executes those actions without constant human oversight. These AI agents are designed to be proactive problem-solvers, capable of adapting their behavior based on new information or changes in their environment. Examples range from intelligent assistants that manage your schedule and tasks to more complex systems optimizing logistics or controlling robotic processes, where the AI makes decisions and performs operations to reach an objective.

• AI that only answers questions: This describes a more basic form of conversational AI or a chatbot. While an agentic AI might answer questions as part of its function, its defining characteristic is its ability to *act* autonomously to achieve goals, not just respond verbally.
• AI used strictly for gaming: While AI is heavily utilized in gaming for non-player characters (NPCs) and game logic, the concept of Agentic AI is broader than just gaming. It applies to any AI system capable of independent, goal-directed action across various industries and applications.
• Text-to-speech software: Text-to-speech (TTS) software converts written text into spoken audio. This is an output function of AI, but it doesn't involve the independent decision-making, planning, or execution of actions necessary to be classified as agentic AI.

Overfitting is a common and significant problem in machine learning where a model learns the training data and its noise too precisely. Essentially, when a model learns training data too well and fails on new data, it has overfit. This means the model has become excessively specialized in memorizing the specific examples and even random fluctuations present in the training set, rather than identifying the underlying general patterns. As a consequence, while it performs exceptionally well on the data it was trained on, its performance drastically degrades when presented with new, unseen data (test data). An overfit model lacks the ability to generalize, leading to high variance and poor predictive accuracy in real-world applications because it has simply 'memorized' rather than 'learned' robust rules.

• When a model fails to learn training data: This scenario describes underfitting. An underfit model is too simple to capture the underlying patterns in the training data, resulting in poor performance on both training and new data. It's the opposite problem of overfitting.
• When the dataset is too small: While a small dataset can increase the risk and likelihood of overfitting (as there isn't enough diverse data for the model to generalize effectively), it is a *contributing factor* or a *cause*, not the definition of overfitting itself. Overfitting is the model's behavior and outcome.
• When the training takes too long: The duration of training can sometimes contribute to overfitting (e.g., training for too many epochs can allow the model to memorize the training data). However, 'training taking too long' describes a process duration, not the specific phenomenon of the model learning training data too well and failing to generalize.

The correct answer is B: Data redundancy and performance. RAID 5, which stands for Redundant Array of Independent Disks, is a storage technology that combines multiple physical disk drives into a single logical unit. Its primary purpose is to provide both data redundancy and improved performance. It achieves redundancy by distributing both data and parity information across all drives in the array. This means that if one disk fails, the data can be reconstructed from the remaining disks and the parity information, preventing data loss. Performance is enhanced because data is striped across multiple disks, allowing for parallel read operations. While it offers good read performance, write performance can be slightly affected due to the overhead of calculating and writing parity data.

• Option A: Speeding up internet connections is incorrect because RAID is a disk storage technology, not related to network connectivity or internet speed. Internet speed is influenced by factors like bandwidth, network infrastructure, and ISP services.
• Option C: Cooling down server rooms is incorrect. Cooling is managed by HVAC systems, fans, and server room design, which are entirely separate from disk array configurations like RAID.
• Option D: Scanning for malware is incorrect. Malware scanning is a security function performed by antivirus software, not a capability of RAID storage systems. RAID focuses on data integrity, availability, and performance.

The correct answer is B: Microservices Architecture. Microservices architecture is a modern software development approach where an application is built as a collection of small, independent services. Each service is self-contained, responsible for a specific business capability, runs in its own process, and communicates with others through lightweight mechanisms, often APIs. This modularity allows for independent development, deployment, scaling, and maintenance of each component, making it ideal for complex, evolving web services that require agility and resilience.

• Option A: Monolithic Architecture is incorrect. A monolithic application is built as a single, tightly coupled unit, where all components are packaged and deployed together. This is the opposite of modern web services requiring independent components and often leads to challenges in scaling and maintenance.
• Option C: Client-Server Architecture is incorrect. Client-server is a fundamental architectural model where clients request resources or services from servers. While microservices can operate within a client-server context (e.g., client requests services from a microservice-based backend), it describes the overall interaction pattern rather than the internal structure of the server-side components with independent parts.
• Option D: Peer-to-Peer Architecture is incorrect. Peer-to-peer (P2P) architecture is a decentralized model where each node can act as both a client and a server, sharing resources directly with other nodes. While it involves independent nodes, it's not the typical architecture for structuring the internal components of modern centralized web services.

The correct answer is B: Creating virtual versions of hardware resources. Virtualization in IT refers to the technology of creating a virtual (rather than actual) version of something, such as an operating system, a server, a storage device, or network resources. Specifically, it involves abstracting hardware resources (like CPU, memory, storage, and network interfaces) from the underlying physical hardware and making them available to multiple virtual machines (VMs) or virtual instances. Each VM operates as if it has dedicated hardware, allowing for efficient resource utilization, isolation between workloads, and greater flexibility in managing IT infrastructure.

• Option A: Upgrading hardware pieces physically is incorrect. Virtualization is about abstracting and logically dividing physical resources, not about the physical replacement or enhancement of hardware components. Physical upgrades involve installing new RAM, CPUs, or hard drives.
• Option C: Increasing network security levels is incorrect. While virtualization can play a role in security by enabling better isolation of workloads and easier deployment of security appliances, its core definition is about resource abstraction, not specifically increasing security levels. Security is a *benefit* or *consideration*, not the definition itself.
• Option D: Designing 3D computer models is incorrect. Designing 3D computer models is a task associated with computer-aided design (CAD) software, graphics, and animation, which is unrelated to the concept of virtualization of computing resources.

The correct answer is B: NoSQL database. MongoDB is widely recognized as a document-oriented database, which falls under the category of NoSQL (Not only SQL) databases. NoSQL databases provide a mechanism for storage and retrieval of data that is modeled in means other than the tabular relations used in traditional relational databases. MongoDB stores data in flexible, JSON-like documents, allowing for a more dynamic and schema-less approach to data management. This flexibility makes it highly suitable for handling large volumes of unstructured or semi-structured data and for applications requiring high scalability and performance.

• Option A: Relational database is incorrect. Relational databases store data in tables with predefined schemas, where data is organized into rows and columns with strict relationships. MongoDB explicitly deviates from this relational model.
• Option C: SQL database is incorrect. SQL (Structured Query Language) is the standard language for managing and querying relational databases. Since MongoDB is a NoSQL database, it does not use SQL as its primary query language; instead, it uses a rich query language based on JSON-like documents. This option is essentially the same concept as a relational database in this context.
• Option D: Flat-file database is incorrect. A flat-file database is a very simple database stored in a single file, typically plain text, with no structural interconnections between records. MongoDB is a complex, distributed database system far more sophisticated than a flat-file database.

The correct answer is B: Routing between autonomous systems on the internet. BGP, or Border Gateway Protocol, is a standardized exterior gateway protocol designed to exchange routing and reachability information between autonomous systems (AS) on the Internet. An autonomous system is a collection of IP networks and routers controlled by one or more network operators that presents a common, clearly defined routing policy to the Internet. BGP plays a critical role in determining the best paths for data packets to travel across the vast global network of the Internet, making it the routing protocol that effectively runs the internet's backbone.

• Option A: Assigning local IP addresses is incorrect. Assigning local IP addresses within a network is typically handled by DHCP (Dynamic Host Configuration Protocol), not BGP. BGP is for inter-domain routing, not local IP management.
• Option C: Encrypting user passwords is incorrect. Encrypting user passwords is a security measure, often handled by various cryptographic algorithms and protocols (like SSL/TLS for secure communication or hashing for password storage) at different layers of the network stack, entirely unrelated to BGP's routing function.
• Option D: Connecting wireless printers is incorrect. Connecting wireless printers is a local network task, often involving Wi-Fi or Bluetooth protocols and simple network configuration, which is far removed from the complex internet-wide routing handled by BGP.

The correct answer is B: Machine intelligence similar to humans. The Turing Test, proposed by computer scientist Alan Turing in 1950, is a method for evaluating a machine's ability to exhibit intelligent behavior that is indistinguishable from that of a human. In its standard interpretation, a human interrogator interacts with a machine and a human via text-based communication, without knowing which is which. If the interrogator cannot reliably tell the machine from the human after a series of conversations, the machine is said to have passed the Turing Test, demonstrating a form of artificial intelligence that mimics human cognitive abilities. It's a conceptual benchmark for AI's capacity for human-like intelligence.

• Option A: Computer screen resolution is incorrect. Screen resolution refers to the number of distinct pixels that can be displayed on a screen and has no relation to a machine's intelligence or the Turing Test.
• Option C: Data transmission speed is incorrect. Data transmission speed measures how quickly data can be moved from one point to another, a network performance metric. It is unrelated to the assessment of artificial intelligence.
• Option D: Battery lifespan of hardware is incorrect. Battery lifespan is a measure of how long a portable electronic device can operate on a single charge. This is a hardware characteristic and has no bearing on a machine's cognitive capabilities or the Turing Test.

The correct answer is B: When a quantum computer solves problems impossible for classical computers. Quantum supremacy is a term used in quantum computing to describe the point at which a quantum computer performs a computational task that is practically impossible for even the fastest classical supercomputers to complete within a reasonable timeframe. This achievement demonstrates that quantum computers can indeed solve certain problems significantly faster than classical machines, marking a crucial milestone in the development of quantum technology. It's not about solving *any* problem better, but rather a specific class of problems designed to highlight the quantum advantage.

• Option A: When a computer achieves zero energy loss is incorrect. Achieving zero energy loss is an ideal state related to energy efficiency and thermodynamics, not directly to the computational capability comparison between quantum and classical computers that defines quantum supremacy.
• Option C: When a network is fully secure from hacking is incorrect. Network security relates to protecting information and systems from unauthorized access, use, disclosure, disruption, modification, or destruction. Quantum supremacy has no direct bearing on current network security levels, although quantum computing research does explore quantum-resistant cryptography.
• Option D: The mass production of microchips is incorrect. The mass production of microchips refers to the manufacturing scale and efficiency of semiconductor fabrication. This is a topic in electronics manufacturing and has no relation to the unique computational power demonstrated by quantum supremacy.

The correct answer is B: chown. The chown command in Linux and other Unix-like operating systems is specifically used to change the owner and/or the group owner of a file or directory. The name is an abbreviation for "change owner." This command is crucial for managing file system permissions and access control, ensuring that the correct users and groups have appropriate control over files and directories. For instance, an administrator might use chown user:group filename to assign ownership of a file to a specific user and group.

• Option A: chmod is incorrect. The chmod command is used to change file permissions (read, write, execute) for the owner, group, and others, not the ownership itself. It modifies how users can interact with a file, but not who owns it.
• Option C: mkdir is incorrect. The mkdir command stands for "make directory" and is used to create new directories or folders in the file system. It has no function related to changing file ownership.
• Option D: rm is incorrect. The rm command stands for "remove" and is used to delete files or directories from the file system. It is a command for deletion, not for modifying ownership.

The protocol that secures HTTPS (Hypertext Transfer Protocol Secure) communication is TLS (Transport Layer Security). HTTPS is essentially HTTP with an added layer of security, and TLS is that crucial security layer. TLS encrypts the data exchanged between a user's web browser and a website's server, providing three primary protections: encryption (scrambling data to prevent eavesdropping), data integrity (ensuring data hasn't been tampered with during transmission), and authentication (verifying that you are communicating with the intended server, not an impostor). TLS is the successor to the older SSL (Secure Sockets Layer) protocol, and all modern secure web traffic relies on TLS to safeguard sensitive information during online interactions.

• FTP: FTP (File Transfer Protocol) is an unencrypted standard network protocol used for transferring files between computers. It offers no inherent security for web communication and is unsuitable for protecting sensitive data.
• SMTP: SMTP (Simple Mail Transfer Protocol) is the standard protocol used for sending and receiving email messages. While email can be secured through various means, SMTP itself is not the protocol that secures general web traffic via HTTPS.
• HTTP: HTTP (Hypertext Transfer Protocol) is the fundamental, unsecured protocol for data communication on the World Wide Web. HTTPS is the secure version of HTTP, meaning HTTP itself does not provide security; TLS does that for HTTPS.