I've been wanting to experience actually working with bayes nets and similar models for a while now; but too confused about where to get started and not quite motivated enough to find out. The Stanford Probabilistic Graphical Model course has held my hand through installing Octave and SAMIAM, and I'm getting more comfortable with the quantitative side of bayes. It's still in its first week, so I'd highly recommend jumping in to anyone in a similar position.