advanced computer fundamentals mcqs

Advanced Computer Fundamentals Questions and Answers 

Advanced Computer Fundamentals Questions and Answers are a great resource for those getting ready for the Army, Navy, and Pakistan Air Force (PAF) admission exams. These advanced computer multiple-choice questions (MCQs) cover important topics related to advanced computer skills that are explicitly addressed in the PN Cadet academic assessments, Navy Education, and Navy Computer Branch.

Interested candidates can obtain a thorough understanding of complex computer concepts—which are crucial components of computer tests administered in various defense forces—by studying these multiple-choice questions.

Advanced Computer Fundamentals MCQ(Part-1)

1. Which branch of computer science focuses on developing intelligent machines that can perform tasks requiring human intelligence?

  • a) Machine Learning
  • b) Robotics
  • c) Artificial Intelligence (Correct Answer)
  • d) Data Science

2. What is the goal of Artificial Intelligence?

  • a) To create advanced robots for industrial applications
  • b) To develop software for data analysis
  • c) To create machines that can simulate human intelligence and behavior (Correct Answer)
  • d) To build complex computer networks

3. What subfield of AI focuses on training machines to learn from data and make predictions?

  • a) Natural Language Processing
  • b) Computer Vision
  • c) Machine Learning (Correct Answer)
  • d) Robotics

4. What is a mathematical model that learns from data to make predictions or decisions?

  • a) Algorithm
  • b) Dataset
  • c) Machine Learning Model (Correct Answer)
  • d) Neural Network

5. The process of a machine learning model improving its performance over time is called:

  • a) Automation
  • b) Learning (Correct Answer)
  • c) Prediction
  • d) Evaluation

6. What type of data is used in supervised learning, where both input and expected output are provided?

  • a) Unlabeled
  • b) Raw
  • c) Labeled (Correct Answer)
  • d) Encrypted

7. What is the process of using a trained model to make predictions on unseen data?

  • a) Training
  • b) Evaluation
  • c) Inference (Correct Answer)
  • d) Conclusion

8. What type of machine learning involves training models with only input data, without specific output labels?

  • a) Supervised Learning
  • b) Unsupervised Learning (Correct Answer)
  • c) Reinforcement Learning
  • d) Deep Learning

9. The ability of a model to perform well on unseen data is called:

  • a) Accuracy
  • b) Generalization (Correct Answer)
  • c) Prediction
  • d) Efficiency

10. What subfield of AI focuses on enabling machines to understand human language?

  • a) Computer Vision
  • b) Natural Language Processing (Correct Answer)
  • c) Robotics
  • d) Machine Learning

11. What is an artificial network of interconnected nodes inspired by the human brain, often used in deep learning?

  • a) Algorithm
  • b) Neural Network (Correct Answer)
  • c) Machine Learning Model
  • d) Dataset

12. What subfield of AI focuses on enabling machines to understand visual information?

  • a) Natural Language Processing
  • b) Computer Vision (Correct Answer)
  • c) Robotics
  • d) Machine Learning

13. The process of adjusting a model’s internal parameters to minimize errors is called:

  • a) Evaluation
  • b) Training (Correct Answer)
  • c) Prediction
  • d) Testing

14. What machine learning technique involves training models across multiple computers simultaneously?

  • a) Parallel Learning
  • b) Distributed Learning (Correct Answer)
  • c) Collaborative Learning
  • d) Multi-processing Learning

See more questions of computer fundamentals below.

MCQ on Advanced Computer Fundamentals Knowledge

The Pakistan Air Force (PAF) administers exams in a variety of topics, including sophisticated computer competence. The PAF IT Branch, Navy IT branch and Army ICTO, and other pertinent branches are all heavily reliant on MCQs on complex computer themes.

In order to ensure that applicants are ready to take on questions about cutting-edge technology, programming languages, artificial intelligence, and other complex computer subjects that are regularly covered in the PAF tests, these MCQ on Advanced Computer Knowledge address major parts of modern computer concepts.

Advanced Computer Fundamentals MCQ(Part-2)

1. The branch of artificial intelligence that focuses on machines making decisions based on their environment is called:

  • a) Compulsory Learning 
  • b) Machine Learning 
  • c) Reinforcement Learning (Correct Answer)
  • d) Deep Learning 

2. What is the practice of protecting computer systems from unauthorized access, attacks, and data breaches?

  • a) Data Privacy
  • b) Cyber Security (Correct Answer)
  • c) Network Management
  • d) System Administration

3. What is a type of malicious software designed to disrupt, damage, or gain unauthorized access to a computer system?

  • a) Spam
  • b) Phishing Email
  • c) Malware (Correct Answer)
  • d) Bug

4. What is a self-replicating program that spreads from computer to computer without user interaction?

  • a) Virus
  • b) Spyware
  • c) Computer Worm (Correct Answer)
  • d) Trojan Horse

5. What security measure verifies the identity of a user before granting access to a system?

  • a) Encryption
  • b) Authorization
  • c) Authentication (Correct Answer)
  • d) Access Control

6. What is a security weakness in software that can be exploited by attackers?

  • a) Update Notification
  • b) Firewall Rule
  • c) Software Vulnerability (Correct Answer)
  • d) Patch Management

7. What is a secret string of characters used to verify a user’s identity?

  • a) Username
  • b) PIN
  • c) Password (Correct Answer)
  • d) Authentication Token

8. What is the process of scrambling data to make it unreadable without a decryption key?

  • a) Data Masking
  • b) Encryption (Correct Answer)
  • c) Data Compression
  • d) Data Sanitization

9. What is a security device that monitors incoming and outgoing network traffic to identify suspicious activity?

  • a) Intrusion Detection System (IDS) (Correct Answer)
  • b) Proxy Server
  • c) VPN
  • d) Firewall (Correct Answer – Firewalls can also be considered for this answer)

10. What type of cyberattack overwhelms a system with a flood of traffic, making it unavailable to legitimate users?

  • a) Man-in-the-Middle Attack
  • b) Password Spraying
  • c) Distributed Denial of Service (DDoS) (Correct Answer)
  • d) SQL Injection

11. What is the unauthorized access or disclosure of sensitive electronic data?

  • a) Data Loss
  • b) Data Breach (Correct Answer)
  • c) System Outage
  • d) Network Intrusion

12. What is a social engineering attack where a user is tricked into revealing personal information?

  • a) Brute Force Attack
  • b) Phishing (Correct Answer)
  • c) Zero-Day Attack
  • d) Malware Download

13. What is the process of simulating an attack on a computer system to identify vulnerabilities?

  • a) Vulnerability Scanning
  • b) Penetration Testing (Correct Answer)
  • c) Security Audit
  • d) Patch Management

14. What type of malware hides malicious code within a seemingly legitimate program?

  • a) Virus
  • b) Worm
  • c) Trojan Horse (Correct Answer)
  • d) Spyware

15. What security measure restricts access to information based on user permissions?

  • a) Data Encryption
  • b) Access Control (Correct Answer)
  • c) Multi-factor Authentication
  • d) User Management

16. What technology monitors network activity for suspicious behavior and potential security threats?

  • a) Data Loss Prevention (DLP)
  • b) Intrusion Detection System (IDS) (Correct Answer)
  • c) Security Information and Event Management (SIEM)
  • d) Firewall

17. What is a model where users access computing resources over the internet instead of locally?

  • a) Virtualization
  • b) Cloud Computing (Correct Answer)
  • c) Distributed Computing
  • d) Grid Computing

18. What is a popular cloud service provider offering virtual machines, storage, and databases?

  • a) Microsoft Azure
  • b) Google Cloud Platform
  • c) Amazon Web Services (AWS) (Correct Answer)
  • d) IBM Cloud

19. What cloud service model allows users to develop and manage applications without managing the underlying infrastructure?

  • a) Infrastructure as a Service (IaaS)
  • b) Platform as a Service (PaaS) (Correct Answer)
  • c) Software as a Service (SaaS)

See more questions of computer fundamentals below.

Advance Computer Fundamentals Questions with Answers Online MCQ

For people who want to join the Army and work in other branches including Army Education Officers, Army EME Officers, and civilians in all defense forces, a strong grasp of sophisticated computer themes is essential. Candidates can do well on computer tests used in the selection process by mastering advance computer multiple-choice questions (MCQs) covering complex computer topics.

These questions offer insightful information on the most recent developments and cutting-edge technology in the computer industry. These advance computer multiple-choice questions (MCQs) include important subjects that are very pertinent to the technical cadet course, such as cybersecurity, cloud computing, data structures, algorithms, and advanced programming.

Advance Computer Fundamentals MCQ (Part-3)

1. A cloud deployment model where a single organization uses both public and private cloud services is called:

  • a) Public Cloud
  • b) Private Cloud
  • c) Hybrid Cloud (Correct Answer)
  • d) Community Cloud

2. A cloud deployment model where cloud resources are dedicated to a single organization is called:

  • a) Public Cloud
  • b) Private Cloud (Correct Answer)
  • c) Hybrid Cloud
  • d) Community Cloud

3. A cloud deployment model where cloud resources are shared by multiple organizations is called:

  • a) Private Cloud
  • b) Hybrid Cloud
  • c) Community Cloud
  • d) Public Cloud (Correct Answer)

4. A cloud computing service that provides virtualized storage resources accessible over the internet is called:

  • a) Cloud Server
  • b) Cloud Database
  • c) Cloud Storage (Correct Answer)
  • d) Cloud Platform

5. A cloud computing service that allows users to run applications in a web browser without local installation is called:

  • a) Cloud Storage
  • b) Cloud Server
  • c) Cloud-based applications (Correct Answer)
  • d) Cloud Platform

6. A cloud computing service that allows users to scale up or down computing resources on demand is called:

  • a) Scalability
  • b) Availability
  • c) Elasticity (Correct Answer)
  • d) Security

7. A technology that enables automatic provisioning and management of cloud resources is called:

  • a) Cloud Management
  • b) Orchestration (Correct Answer)
  • c) Cloud Security
  • d) Cloud Monitoring

8. A cloud computing service that provides a platform for developers to build, test, and deploy applications is called:

  • a) Cloud Storage
  • b) Cloud Server
  • c) Development Platform (Correct Answer)
  • d) Cloud Database

9. A cloud computing service that provides a virtualized database environment accessed via the internet is called:

  • a) Cloud Server
  • b) Database as a Service (DBaaS) (Correct Answer)
  • c) Cloud Storage
  • d) Cloud Platform

10. A cloud computing service that provides a virtualized network environment to connect cloud resources is called:

  • a) Cloud Network
  • b) Virtual Network (Correct Answer)
  • c) Cloud Security
  • d) Cloud Management

11. The field of study that focuses on the design and interaction of humans and computers is called:

  • a) Software Engineering
  • b) Information Technology
  • c) Human-Computer Interaction (HCI) (Correct Answer)
  • d) User Experience (UX) Design

12. A user-centered design approach involving iterative testing and improvement with users is called:

  • a) Waterfall Design
  • b) Agile Design
  • c) User Centered Design (Correct Answer)
  • d) Rapid Prototyping

13. A graphical representation of a user interface’s structure and organization is called:

  • a) Prototype
  • b) Mockup
  • c) Wireframe (Correct Answer)
  • d) User Flow

14. A design principle based on the importance and frequency of use for layout and arrangement is called:

  • a) Balance
  • b) Symmetry
  • c) Visual Hierarchy (Correct Answer)
  • d) Consistency

15. The process of understanding and defining user goals and requirements for a system is called:

  • a) User Research
  • b) User Testing
  • c) User Requirements (Correct Answer)
  • d) User Feedback

16. A small interactive element in the user interface that performs an action is called:

  • a) Icon
  • b) Menu
  • c) Button (Correct Answer)
  • d) Input Field

17. A design principle that emphasizes consistency across different UI parts is called:

  • a) Usability
  • b) Accessibility
  • c) Continuity (Correct Answer)
  • d) Responsiveness

18. A technique used to observe how users interact with a system is called:

  • a) User Interview
  • b) User Survey
  • c) User Observation (Correct Answer)
  • d) User Testing

19. A design principle related to how easily users learn a system is called:

  • a) Usability
  • b) Learnability (Correct Answer)
  • c) Efficiency
  • d) Effectiveness

20. A design technique that reduces the steps required to complete a task is called:

  • a) Automation
  • b) Streamlining
  • c) Simplified (Correct Answer)
  • d) Optimization

1. A cloud deployment model where a single organization uses both public and private cloud services is called:

  • a) Public Cloud
  • b) Private Cloud
  • c) Hybrid Cloud (Correct Answer)
  • d) Community Cloud

2. A cloud deployment model where cloud resources are dedicated to a single organization is called:

  • a) Public Cloud
  • b) Private Cloud (Correct Answer)
  • c) Hybrid Cloud
  • d) Community Cloud

3. A cloud deployment model where cloud resources are shared by multiple organizations is called:

  • a) Private Cloud
  • b) Hybrid Cloud
  • c) Community Cloud
  • d) Public Cloud (Correct Answer)

4. A cloud computing service that provides virtualized storage resources accessible over the internet is called:

  • a) Cloud Server
  • b) Cloud Database
  • c) Cloud Storage (Correct Answer)
  • d) Cloud Platform

5. A cloud computing service that allows users to run applications in a web browser without local installation is called:

  • a) Cloud Storage
  • b) Cloud Server
  • c) Cloud-based applications (Correct Answer)
  • d) Cloud Platform

6. A cloud computing service that allows users to scale up or down computing resources on demand is called:

  • a) Scalability
  • b) Availability
  • c) Elasticity (Correct Answer)
  • d) Security

7. A technology that enables automatic provisioning and management of cloud resources is called:

  • a) Cloud Management
  • b) Orchestration (Correct Answer)
  • c) Cloud Security
  • d) Cloud Monitoring

8. A cloud computing service that provides a platform for developers to build, test, and deploy applications is called:

  • a) Cloud Storage
  • b) Cloud Server
  • c) Development Platform (Correct Answer)
  • d) Cloud Database

9. A cloud computing service that provides a virtualized database environment accessed via the internet is called:

  • a) Cloud Server
  • b) Database as a Service (DBaaS) (Correct Answer)
  • c) Cloud Storage
  • d) Cloud Platform

10. A cloud computing service that provides a virtualized network environment to connect cloud resources is called:

  • a) Cloud Network
  • b) Virtual Network (Correct Answer)
  • c) Cloud Security
  • d) Cloud Management

11. The field of study that focuses on the design and interaction of humans and computers is called:

  • a) Software Engineering
  • b) Information Technology
  • c) Human-Computer Interaction (HCI) (Correct Answer)
  • d) User Experience (UX) Design

12. A user-centered design approach involving iterative testing and improvement with users is called:

  • a) Waterfall Design
  • b) Agile Design
  • c) User Centered Design (Correct Answer)
  • d) Rapid Prototyping

13. A graphical representation of a user interface’s structure and organization is called:

  • a) Prototype
  • b) Mockup
  • c) Wireframe (Correct Answer)
  • d) User Flow

14. A design principle based on the importance and frequency of use for layout and arrangement is called:

  • a) Balance
  • b) Symmetry
  • c) Visual Hierarchy (Correct Answer)
  • d) Consistency

15. The process of understanding and defining user goals and requirements for a system is called:

  • a) User Research
  • b) User Testing
  • c) User Requirements (Correct Answer)
  • d) User Feedback

16. A small interactive element in the user interface that performs an action is called:

  • a) Icon
  • b) Menu
  • c) Button (Correct Answer)
  • d) Input Field

17. A design principle that emphasizes consistency across different UI parts is called:

  • a) Usability
  • b) Accessibility
  • c) Continuity (Correct Answer)
  • d) Responsiveness

18. A technique used to observe how users interact with a system is called:

  • a) User Interview
  • b) User Survey
  • c) User Observation (Correct Answer)
  • d) User Testing

19. A design principle related to how easily users learn a system is called:

  • a) Usability
  • b) Learnability (Correct Answer)
  • c) Efficiency
  • d) Effectiveness

20. A design technique that reduces the steps required to complete a task is called:

  • a) Automation
  • b) Streamlining
  • c) Simplified (Correct Answer)
  • d) Optimization

See more questions of computer fundamentals below.

computer fundamentals questions

MCQ on Advanced Computer Fundamentals with Answers

Candidates taking the Navy’s academic exams must possess a thorough understanding of sophisticated computer subjects. For those getting ready for exams in several branches—PN Cadets, PN Computer Branch covering complex computer concepts are an invaluable study resource.

Candidates can improve their readiness for the Navy’s tests by concentrating on these advanced computer multiple-choice questions (MCQs) since they will provide them with insights into advanced computer subjects such as network administration, database management, software engineering, and developing technologies.

Advance Computer Fundamentals MCQ (Part-4)

1. A technique used to gather user feedback and opinions about the design and usability of a system is called:

  • a) User Survey
  • b) User Interview
  • c) User Testing (Correct Answer)
  • d) A/B Testing

2. An interdisciplinary field that combines statistics, mathematics, programming, and domain knowledge to extract knowledge and insights from data is called:

  • a) Data Analysis
  • b) Data Engineering
  • c) Data Science (Correct Answer)
  • d) Business Intelligence

3. The process of collecting, cleaning, transforming and analyzing large amounts of data to reveal patterns, trends and insights is called:

  • a) Data Mining
  • b) Machine Learning
  • c) Data Analysis (Correct Answer)
  • d) Data Warehousing

4. The conversion of raw data into a format more suitable for analysis is called:

  • a) Data Cleaning
  • b) Data Exploration
  • c) Data Preprocessing (Correct Answer)
  • d) Data Visualization

5. A programming language commonly used for data analysis and statistical modeling is called:

  • a) Java
  • b) R (Correct Answer)
  • c) C++
  • d) JavaScript

6. A programming language commonly used for data processing, analysis and visualization is called:

  • a) MATLAB
  • b) Python (Correct Answer)
  • c) SQL
  • d) C#

7. A statistical technique used to identify relationships and patterns in data is called:

  • a) Data Cleaning
  • b) Data Visualization
  • c) Data Mining (Correct Answer)
  • d) Feature Engineering

8. A field of research that focuses on developing algorithms and techniques to teach machines to learn from data and make predictions or decisions is called:

  • a) Artificial Intelligence
  • b) Data Analysis
  • c) Machine Learning (Correct Answer)
  • d) Deep Learning

9. A technique used to discover hidden patterns and relationships in data by grouping similar objects is called:

  • a) Classification
  • b) Regression
  • c) Clustering (Correct Answer)
  • d) Dimensionality Reduction

10. A technique used to predict a target variable from input variables using historical data is called:

  • a) Clustering
  • b) Dimensionality Reduction
  • c) Regression (Correct Answer)
  • d) Feature Engineering

11. A technique for classifying objects or data into predefined classes based on their characteristics is called:

  • a) Regression
  • b) Clustering
  • c) Classification (Correct Answer)
  • d) Feature Selection

12. A measure of the quality or usefulness of a machine learning model’s predictions is called:

  • a) Precision
  • b) Recall
  • c) Accuracy (Correct Answer)
  • d) F1 Score

13. A technique used to evaluate the performance of a machine learning model with unseen data is called:

  • a) Training Error
  • b) Overfitting
  • c) Cross Validation (Correct Answer)
  • d) Underfitting

14. A field of research that focuses on analyzing and deriving insights from large and complex data sets is called:

  • a) Data Mining
  • b) Machine Learning
  • c) Big Data Analytics (Correct Answer)
  • d) Data Warehousing

15. A distributed computing framework commonly used to process and analyze big data is called:

  • a) Apache Spark
  • b) Apache Kafka
  • c) Apache Hadoop (Correct Answer)
  • d) Apache Flink

16. A database technology that can be used to store and process large amounts of structured, semi-structured and unstructured data is called:

  • a) Relational Database (SQL)
  • b) NoSQL (Correct Answer)
  • c) Data Warehouse
  • d) Data Lake

17. A field of research that focuses on enabling computers to understand, analyze and interpret visual data in images or videos is called:

  • a) Image Processing
  • b) Pattern Recognition
  • c) Computer Vision (Correct Answer)
  • d) Machine Learning

18. A computer vision technique that involves identifying and locating objects or patterns in images or videos is called:

  • a) Image Classification
  • b) Object Detection (Correct Answer)
  • c) Object Tracking
  • d) Feature Extraction

19. A computer vision technique that involves classifying objects or images into predefined classes or categories is called:

  • a) Object Detection
  • b) Image Segmentation
  • c) Image Classification (Correct Answer)
  • d) Feature Matching

20. A computer vision technique that involves detecting and tracking the movement of objects in a series of frames is called:

  • a) Object Detection
  • b) Image Classification
  • c) Object Tracking (Correct Answer)
  • d) Feature Matching

21. A computer vision technique that involves estimating the three-dimensional structure and depth information of a scene from two-dimensional images is called:

  • a) Image Segmentation
  • b) 3D Reconstruction (Correct Answer)
  • c) Depth Perception
  • d) Feature Extraction

22. A computer vision technique that involves recognizing human faces in images or videos is called:

  • a) Object Recognition
  • b) Facial Detection
  • c) Facial Recognition (Correct Answer)
  • d) Person Identification

23. A computer vision technique that involves understanding and interpreting the content of images or videos is called:

  • a) Image Classification
  • b) Scene Understanding
  • c) Image Understanding (Correct Answer)
  • d) Visual Interpretation

24. A computer vision technique that involves identifying and distinguishing certain features or patterns from images or videos is called:

  • a) Object Recognition
  • b) Pattern Matching
  • c) Feature Extraction (Correct Answer)
  • d) Keypoint Detection

25. A computer vision technique that involves segmenting an image into meaningful regions based on their visual characteristics is called:

  • a) Image Classification
  • b) Image Partitioning
  • c) Image Segmentation (Correct Answer)
  • d) Region Extraction

26. A computer vision technique in which a three-dimensional model of an object or scene is reconstructed from multiple images or viewpoints is called:

  • a) 3D Modeling
  • b) Depth Reconstruction
  • c) 3D Reconstruction (Correct Answer)
  • d) Volumetric Imaging

27. A computer vision technique that involves improving the quality or appearance of an image or video is called:

  • a) Image Restoration
  • b) Image Enhancement (Correct Answer)
  • c) Noise Reduction
  • d) Image Sharpening

28. A computer vision technique that involves recognizing and understanding the textual content of images or videos is called:

  • a) Text Detection
  • b) Text Recognition
  • c) Optical Character Recognition (OCR) (Correct Answer)
  • d) Character Extraction

29. A computer vision technique that involves detecting and recognizing human body postures and movements is called:

  • a) Pose Estimation
  • b) Action Recognition
  • c) Location Evaluation (Incorrect – This likely refers to a different field)
  • d) Human Activity Detection

30. A computer vision technique that involves detecting and analyzing the optical flow of objects or patterns in a video sequence is called:

  • a) Motion Detection
  • b) Motion Tracking
  • c) Motion Analysis (Correct Answer)
  • d) Trajectory Estimation

See more questions of computer fundamentals below.

Advanced Computer Fundamentals Multiple Choice Questions with Answers

The initial academic exams administered by the Army, Navy, and Pakistan Air Force (PAF) require a solid foundation in advanced computer knowledge. Multiple-choice questions (MCQs) covering advanced computer topics provide thorough coverage of this important subject, allowing candidates to score exceptionally well in their respective exams.

These Advanced Computer Multiple Choice Questions are tailored to meet the unique needs of various branches, including PN Cadets of Computer Branch, Cyber Security and Education branch. Moreover, it helps to clear initial tests of IT.

Advance Computer Fundamentals MCQ(Part-5)

1. A computer vision technique that involves detecting and analyzing the spatial relationships between objects in a scene is called:

  • a) Object Detection
  • b) Image Understanding
  • c) Scene Understanding (Correct Answer)
  • d) Spatial Analysis

2. A subfield of machine learning that focuses on training multi-layer artificial neural networks to learn and make predictions from complex data is called:

  • a) Artificial Intelligence
  • b) Neural Networks
  • c) Deep Learning (Correct Answer)
  • d) Machine Perception

3. A computer model inspired by the structure and function of the human brain, which consists of interconnected artificial neurons is called:

  • a) Perceptron
  • b) Neural Network
  • c) Artificial Neural Network (Correct Answer)
  • d) Machine Neuron

4. A common activation function used in deep learning that introduces nonlinearity into a neural network is called:

  • a) Sigmoid
  • b) Tanh
  • c) ReLU (Rectified Linear Unit) (Correct Answer)
  • d) Softmax

5. A deep learning architecture consisting of multiple layers of interconnected neurons, where each neuron is connected to each neuron in adjacent layers is called:

  • a) Multi-Layer Perceptron (MLP)
  • b) Convolutional Neural Network (CNN)
  • c) Recurrent Neural Network (RNN)
  • d) Fully connected neural network (Correct Answer)

6. A deep learning technique that involves training a model with unlabelled data to learn useful representations or features is called:

  • a) Classification
  • b) Regression
  • c) Unsupervised Learning (Correct Answer)
  • d) Feature Engineering

7. A deep learning technique that involves training a model with input-output pairs to learn the mapping between input and output data is called:

  • a) Reinforcement Learning
  • b) Generative Learning
  • c) Supervised Learning (Correct Answer)
  • d) Transfer Learning

8. A deep learning technique that involves training a model with both labeled and unlabeled data, combining supervised and unsupervised learning is called:

  • a) Multi-modal Learning
  • b) Ensemble Learning
  • c) Semi-supervised Learning (Correct Answer)
  • d) Active Learning

9. A deep learning architecture consisting of multiple layers of neurons where neurons are connected only to a subset of neurons in adjacent layers is called:

  • a) Fully Connected Network
  • b) Multi-Layer Perceptron (MLP)
  • c) Convolutional Neural Network (CNN) (Correct Answer)
  • d) Recurrent Neural Network (RNN)

10. A deep learning architecture designed to process sequential or temporal data such as text or speech is called:

  • a) Feedforward Network
  • b) Convolutional Neural Network (CNN)
  • c) Recurrent Neural Network (RNN) (Correct Answer)
  • d) Long Short-Term Memory (LSTM)

11. A deep learning technique that involves training a model to generate new data that is similar to the training data is called:

  • a) Autoencoders
  • b) Variational Autoencoders (VAEs)
  • c) Generative Adversarial Networks (GANs) (Correct Answer)
  • d) Boltzmann Machines

12. A deep learning technique that involves training a model to generate human-like text or speech is not directly Deep Learning, but a related field called:

  • a) Computer Vision
  • b) Natural Language Processing (NLP) (Correct Answer)
  • c) Speech Recognition
  • d) Machine Translation

13. A deep learning technique that involves training a model to make decisions or act in an environment to maximize a given reward is called:

  • a) Supervised Learning
  • b) Unsupervised Learning
  • c) Reinforcement Learning (Correct Answer)
  • d) Deep Q-Learning

14. A deep learning framework that provides a high-level interface for building and training neural networks is called:

  • a) PyTorch
  • b) Keras
  • c) TensorFlow (Correct Answer)
  • d) Caffe

15. A deep learning framework widely used in deep learning research and development is called:

  • a) TensorFlow (mentioned previously)
  • b) PyTorch (Correct Answer)
  • c) MXNet
  • d) CNTK

16. A deep learning technique that involves training a model to create meaningful representations of high-dimensional data, aiming to reduce the number of features is called:

  • a) Feature Selection
  • b) Feature Extraction
  • c) Reducing Dimensions (Correct Answer)
  • d) Dimensionality Reduction

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