# Overview of Probabilistic Models

Explore generative and discriminative models for classification and regression within the realm of probabilistic modeling.

In the context of supervised learning, it’s more advantageous to predict the distribution of the

Note:Aprobability distributionis a mathematical function that describes the likelihood of different outcomes occurring in a random experiment. It provides a way to model and quantify the uncertainty associated with various events or values.

The most common approach involves sampling the value with the highest probability, although alternative sampling methods also exist. However, certain models don’t lend themselves easily to

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