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# State-of-the-art MCMC implementations

In this chapter we present an (incomplete) list of state-of-the-art MCMC implementations and full probabilistic packages that are available in Python (and often other languages). An overview is presented in {ref}`sec:overview-implementations` followed by several demo notebooks.