Machine learning algorithms are mathematical models used to enable computers to learn patterns from data. Key algorithms include Linear Regression, Logistic Regression, Decision Trees, Support Vector Machines, K-means clustering, k-Nearest Neighbors, Neural Networks, and Random Forests