Describe the difference between supervised and unsupervised learning algorithms. Provide examples of each type and explain when you would use one over the other.

Supervised Learning

Supervised learning involves training a model on a labeled dataset. Labeled data means the input data is paired with the correct output. The goal is for the model to learn the mapping or relationship between...