The term machine learning refers to a subset of artificial intelligence that encompasses methods and algorithms allowing systems to improve their performance through experience and data. It involves training models on large datasets to recognize patterns, make predictions, or gain insights without explicit programming for each task. Machine learning can be categorized into supervised, unsupervised, and reinforcement learning, each with distinct mechanisms of learning from data.