Machine learning algorithms are essential in the field of machine learning, categorized into supervised, unsupervised, semi-supervised, and reinforcement learning algorithms. Popular algorithms such as Linear Regression, Logistic Regression, and Support Vector Machines serve distinct purposes based on the data and desired outcome