Category: Blog
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Why do we need Bayesian statistics? Part I – Asserting if a coin is biased (tutorial)
Coins.md Why do we need Bayesian statistics Part I – Asserting if a coin is biased (tutorial) Introduction A short primer on Bayesian statistics Example – The (allegedly) biased coin The synthetic experiment Learning the heads probability through Bayes Credible intervals Mean and standard deviation Conclusion Introduction It is undeniable that there has been an…
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Categorical distribution and Gumbel distribution
Gumbel categorical
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Gaussian Processes: Harnessing the Bayesian Paradigm
test Gaussian Processes (GPs) stand as an embodiment of Bayesian principles in the realm of machine learning and probabilistic modeling. Today we begin a mathematical voyage to show the integration of Gaussian Process Regression within the Bayesian framework. This exploration will unravel the inherent connections between Gaussian Processes and Bayes’ theorem, delve into the complexities…