The discussion emphasizes that learning physics equations should not be isolated from understanding the underlying concepts. Memorizing equations like F=ma or Schrodinger's equation is deemed less effective than grasping their meanings and applications. Participants highlight that physics is fundamentally about concepts, and equations serve as a language to express these ideas. They suggest that rather than seeking books that focus solely on equations, resources like Feynman's Lectures on Physics can provide a comprehensive understanding. The consensus is that mastering the manipulation and application of a few key equations, rather than rote memorization, is crucial for success in physics.