Machine learning is a technology that helps computers learn from past data without being explicitly programmed. It uses algorithms to create mathematical models and make predictions based on historical information. This technology is used for tasks like image and speech recognition, email filtering, and recommendation systems. Machine learning is a subset of artificial intelligence that focuses on developing algorithms for computers to learn from data and past experiences. By bringing together computer science and statistics, machine learning constructs algorithms that learn from historical data to predict outcomes.