We can definitely learn a piece from such an experienced practitioner. Thanks for sharing, I think your intuition matches with the other experienced once in the comments.
Thanks for the advice. Will definitely try to follow that. I was trying to learn basics of statistics and went through most of the intro to statistical learning. Will complete the rest in few days.
I am more of a book person, if you have any other resource for probabilistic graphical models, please share here.