I was recently told by my physics teacher that when two waves interfere then the energy lost in the destructive region is transferred to the constructive region and hence no violation of conservation of energy.
This is exactly how constructive and destructive interference work together. For mechanical waves. In areas of destructive interference, the up and down movement of particles in opposite directions causes an increase in density and the particles are pushed away to the side in the direction of the reduced density in constructive interference.
What does the picture look like with electromagnetic radiation?
...we can conclude that when two EM waves interfere, ...energy to be transferred from destructive region to the constructive region,...
For EM radiation, too, there is a density, the radiation density. However, a displacement of photons from areas of higher density into such lower density does not take place. Simply because in the energy range, in which these experiments take place, an interaction between photons is a more than rare event.
The concept of interference is too much of a simplification for EM radiation to hold up in the realm of physics. And I also think it is not correct to present this in school lessons. (But of course students have the duty to reproduce correctly the interpretation taught in this way. This is how the inquiry of a learning process works).
The intensity distribution of the EM radiation behind edges is the result of the deflection of this radiation at these very edges. Here an interaction takes place. Without edge no intensity distribution on an observation screen.