Machine learning algorithms are essential for predictive modeling and classification tasks. Key algorithms include Linear Regression, Logistic Regression, Decision Trees, Random Forests, Support Vector Machines (SVM), k-Nearest Neighbors (k-NN), and Neural Networks. Clustering algorithms like k-Means and hierarchical clustering are also discussed