Deep Learning and Machine Learning Quiz

What is the primary architecture used in Deep Learning?

• Decision Trees

• Artificial Neural Networks

• Support Vector Machines

• Random Forests

Which type of machine learning uses labeled datasets for training?

• Semi-supervised Learning

• Supervised Learning

• Unsupervised Learning

• Reinforcement Learning

What is a common application of Convolutional Neural Networks (CNNs)?

• Image Recognition

• Text Classification

• Anomaly Detection

• Time Series Analysis

Which of the following is a disadvantage of Deep Learning?

• High accuracy

• Automated feature extraction

• Flexibility in applications

• High computational requirements

What is the purpose of backpropagation in neural networks?

• To classify data

• To collect input data

• To adjust weights based on error

• To initialize weights

Which type of learning does not require labeled data?

• Supervised Learning

• Unsupervised Learning

• Reinforcement Learning

• Deep Learning

What is the main goal of Reinforcement Learning?

• To classify data

• To maximize a reward signal

• To extract features

• To reduce dimensionality

Which of the following is a key component of a perceptron?

• Activation Function

• Clustering Algorithm

• Regression Model

• Decision Boundary

What is a challenge faced in Deep Learning?

• Interpretability of models

• Low data requirements

• Fast training times

• Simple model structures

Which of the following is NOT a type of neural network?

• Convolutional Neural Network

• Recurrent Neural Network

• Feedforward Neural Network

• Hierarchical Neural Network