Machine learning is a type of artificial intelligence where algorithms learn and improve from experience without explicit programming. There are three main types: Supervised, Unsupervised, and Reinforcement Learning. Supervised algorithms are guided, while unsupervised ones work without guidance. Both types offer good accuracy. This paper discusses different machine learning methods, types of supervised algorithms, compares them, and explores their applications.