Algorithmic Probability - What are the probability algorithms in machine learning?

The foundation of machine learning is probability. A membership probability is an essential component of classification models. Algorithms like Naive Bayes are created with probability in mind. Decisions are made via learning algorithms based on probability, for example, information acquisition.