Artificial intelligence is the branch of computer science that aims to create machines capable of performing tasks that would typically require human intelligence, such as understanding natural language, recognizing patterns, and making decisions. Machine learning is a subset of AI that focuses on training algorithms to learn from data and improve their performance over time without explicit programming.