https://arshadhs.github.io/tags/map/Recent content in MAP on Arshad SiddiquiHugoen-ushttps://arshadhs.github.io/docs/ai/machine-learning/08-bayesian-learning/Mon, 01 Jan 0001 00:00:00 +0000https://arshadhs.github.io/docs/ai/machine-learning/08-bayesian-learning/<h1 id="bayesian-learning"> Bayesian Learning <a class="anchor" href="#bayesian-learning">#</a> </h1> <p>Bayesian Learning is a probabilistic approach to machine learning.</p> <p>Instead of only asking, “Which output should the model predict?”, Bayesian Learning asks:</p> <blockquote class='book-hint '> <p>Given the data we have observed, how likely is each hypothesis, class, or parameter value?</p> </blockquote><p>This makes Bayesian Learning useful when uncertainty matters.</p> <p>It is especially important in classification, probabilistic modelling, generative models, and situations where we want to combine prior knowledge with observed data.</p>