What is a common application of Convolutional Neural Networks (CNNs)?
Practice Questions
Q1
What is a common application of Convolutional Neural Networks (CNNs)?
Time series prediction
Image classification
Natural language processing
Reinforcement learning
Questions & Step-by-Step Solutions
What is a common application of Convolutional Neural Networks (CNNs)?
Step 1: Understand what Convolutional Neural Networks (CNNs) are. They are a type of artificial intelligence model designed to process data with a grid-like topology, such as images.
Step 2: Recognize that CNNs are particularly good at analyzing visual data because they can detect patterns and features in images.
Step 3: Identify common tasks that CNNs perform. One of the most common applications is image classification, where the model categorizes images into different classes (like 'cat' or 'dog').
Step 4: Another common application is object detection, where the model not only identifies what objects are in an image but also locates them within the image.