Linear Regression is a . . . . . . . . machine learning algorithm.

Linear Regression is a supervised machine learning algorithm. In supervised learning, the algorithm learns from labeled data, where each example in the training dataset consists of input features and their corresponding target labels. In the case of linear regression, the algorithm learns to predict a continuous target variable based on one or more input features.
Therefore, the correct answer is Option A: supervised.