Intelligent Systems Midterm Exam

In Machine Learning, which type of learning occurs when algorithms receive feedback in the form of rewards or punishments?

• Unsupervised Learning

• Supervised Learning

• Reinforcement Learning

What is a primary application of convolutional neural networks in deep learning?

• Fraud detection

• Speech recognition

• Image recognition

Which algorithm in machine learning is based on finding the hyperplane that best separates different classes in the feature space?

• Support Vector Machine (SVM)

• Decision Trees

• K-Nearest Neighbors (KNN)

What type of deep learning is used for understanding the context of a sentence or phrase in natural language processing?

• Recurrent neural networks (RNNs)

• Deep reinforcement learning

• Convolutional neural networks

Which real-world machine learning application helps with predicting disease outbreaks in the healthcare sector?

• Machine learning algorithm in healthcare

• Autonomous vehicles using ML

• NLP applications for spam filtering

Which type of machine learning algorithm is best suited for tasks involving continuous output prediction assuming a linear relationship?

• Support Vector Machine

• Linear Regression

• Decision Trees

In which scenario is unsupervised learning most appropriately used?

• Predicting continuous outcome with labeled datasets

• Classifying labeled data into predefined categories

• Clustering unlabeled data into meaningful groups

Why might a convolutional neural network be a preferred choice for image processing tasks?

• It simplifies regression analysis for numerical data

• It excels at recognizing objects, even if partially obscured or distorted

• It performs better for text categorization tasks

Which machine learning method is especially beneficial for enabling computers to comprehend and generate human language?

• Deep Reinforcement Learning

• Convolutional Neural Networks

• Natural Language Processing

Which application demonstrates the use of machine learning for real-time decision-making in navigation and traffic interaction?

• Image recognition in Healthcare

• Autonomous Vehicles

• Fraud detection in Finance