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Boyang Zhao

CEO/Co-founder, Seqker Biosciences, Inc
Computational biology, genomics, oncology, AI/ML
@MIT PhD

Bayesian inference using Markov Chain Monte Carlo with Python (from scratch and with PyMC3)

9 minute read

A guide to Bayesian inference using Markov Chain Monte Carlo (Metropolis-Hastings algorithm) with python examples, and exploration of different data size/par...

Monte Carlo integration in Python over univariate and multivariate functions

7 minute read

Monte Carlo integration is a basic Monte Carlo method for numerically estimating the integration of a function \(f(x)\). We will discuss here the theory alon...

Getting started with Gaussian process regression modeling

5 minute read

Gaussian processing (GP) is quite a useful technique that enables a non-parametric Bayesian approach to modeling. It has wide applicability in areas such as ...

Boyang Zhao

Recent posts

Bayesian inference using Markov Chain Monte Carlo with Python (from scratch and with PyMC3)

Monte Carlo integration in Python over univariate and multivariate functions

Getting started with Gaussian process regression modeling