Understanding Artificial Intelligence Concepts

Which of the following best describes Artificial Intelligence (AI)?

• A type of hardware used to speed up computer processors

• The simulation of human intelligence processes by computer systems

• A programming language used exclusively for robotics

• A database management system for storing large amounts of data

Which of the following is a subset of Artificial Intelligence that focuses on enabling machines to learn from data?

• Cloud Computing

• Quantum Computing

• Machine Learning

• Blockchain Technology

In the context of neural networks, what does the term "deep learning" refer to?

• Learning algorithms that use only one layer of neurons

• A type of reinforcement learning that uses shallow networks

• Neural networks with multiple hidden layers that can learn complex representations

• A method of storing data in deep memory registers

• Sigmoid

• Tanh

• Softmax

• ReLU (Rectified Linear Unit)

In supervised learning, a model is trained using:

• Unlabeled data only

• Labeled input-output pairs

• Reward signals from an environment

• Random data without any structure

Which of the following best describes the "Turing Test" in AI?

• A benchmark for measuring the speed of a computer processor

• A test to determine if a machine can exhibit intelligent behavior indistinguishable from a human

• A method for evaluating the accuracy of a neural network

• A test to measure the storage capacity of an AI system

In a neural network, the process of adjusting weights to minimize the loss function using the gradient is called:

• Forward Propagation

• Regularization

• Backpropagation

• Normalization

Which of the following loss functions is commonly used for binary classification problems?

What is the primary purpose of a Convolutional Neural Network (CNN)?

• Processing sequential data such as time series

• Generating new data samples from a latent space

• Extracting spatial features from grid-like data such as images

• Performing dimensionality reduction on tabular data