An easy and intuitive introduction to Bayesian methods with Monte-Carlo Markov Chain methods (MCMC) The author uses colours to help the understanding of the formulae and numerous graphs to make the inferences more intuitive Examples are taken from published papers and common problems in the field of biology and agriculture New ways of expressing uncertainty are proposed, to help researchers derive conclusions from their experiments