Comment by tesseract2

Thanks for this insight. Can you kindly also suggest a good book for someone to start with Bayesian Statistics? I could really use a suggestion about first and second book on this.

About Probabilistic Graphical Models, is there book other than Daphne Koller's book that you would suggest?