Machine learning is a subfield of artificial intelligence that empowers computer systems to learn from data without explicit programming. Through algorithms, machines identify patterns, make predictions, and improve their performance over time. This data-driven approach enables applications like image recognition, natural language processing, and personalized recommendations, driving innovation across various industries.