There’s an incredible set of lectures that Tamara Broderick gave on Bayesian non-parametric clustering problems. I found these really useful to understand the theory behind DPMMs and the Chinese restaurant process:
http://www.tamarabroderick.com/tutorial_2016_mlss_cadiz.html
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