Machine learning and deep learning are both subsets of cognitive computing. Machine learning is a technique that allows computers to learn from data and improve their performance without being explicitly programmed. Deep learning is a more advanced form of machine learning that uses artificial neural networks to model complex patterns in data, enabling computers to perform tasks that were once considered exclusive to human intelligence.