I am doing some research on machine learning algorithms in the context of a seminar, which focuses on Energy-Based Modeling vs Deep Learning Modeling specifically in working with images. Now I know these are broad topics, but I was wondering what some specific similarities and differences are. I have read countless papers that say "EBMs have properties that make them better than DL in certain tasks" but I haven't really found a comprehensive motivation
- What is the problem that EBM is solving compared to DL?
- Why are we doing this?
I hope this is the right site for this question (I also checked theoretical CS), This brought me here.