Information Theory

https://d2l.ai/chapter_appendix-mathematics-for-deep-learning/information-theory.html

The KL divergence is not symmetric, i.e. there exist P,Q such that the inequality (18.11.22) holds;
the assertion is not true for all P,Q with P \ne Q.