The book “MCMC from Scratch, A Practical Introduction to Markov Chain Monte Carlo“, co-authored by Masanori Hanada and So Matsuura (Keio University) has been published in 2022 by Springer (link here). It is an English translation of the original Japanese book published by Kodansha Scientific in 2020. The original Japanese version has already been rated by 43 people on Amazon Japan with an overall average of 4.4 stars. The book explains MCMC methods from the very basic points to the practical level in plain language, and covers fundamental theory as well as applications in physics and statistics. The image below shows the front cover and figures from page 140.