Machine learning is a subfield of artificial intelligence and a methodological approach concerned with the design and development of algorithms that enable computer systems to learn from and make predictions or decisions based on data. This field investigates how systems can improve their performance on specific tasks through experience, generalizing from observed data to handle new inputs without being explicitly programmed for every possible case, thus enabling automated pattern discovery and adaptive behavior.