Statistical Learning

Clustering, the Bayesian way

I recently finished a report on Bayesian nonparametrics and I figured a post to motivate the excitement around the area would be warranted. Since most of what goes on under the hood when modelling your problem this way is some pretty involved pure mathematics, let’s start with a concrete-ish problem....

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Bayesian optimisation

I had the chance to approach a series of statistical learning methods during the first MRes topic sprint. One of them was Bayesian optimisation, a technique for efficient global optimization of functions that can be evaluated but have an unknown structure. It turns out that in fields such as robotics,...

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