Machine Learning Algorithms are computational methods that enable computers to learn from and make predictions based on data. These algorithms analyze patterns in data, allowing systems to improve their performance over time without being explicitly programmed for each task. There are various types of Machine Learning Algorithms, including Supervised Learning, Unsupervised Learning, and Reinforcement Learning. Each type serves different purposes and is suited for specific applications, such as image recognition, natural language processing, and recommendation systems.