https://www.youtube.com/watch?v=5wsja4COMv8
TL;DR — This lecture introduces statistical mechanics as a fundamental component of thermal physics, aiming to explain macroscopic thermodynamic properties from microscopic laws using probability theory. It emphasizes that while thermodynamics deals with concepts like energy, work, heat, temperature, and entropy, statistical mechanics provides the underlying microscopic basis, particularly for understanding irreversibility.
Takeaway — Statistical mechanics explains macroscopic phenomena by averaging over the vast number of microscopic states, relying on probability to predict system behavior where large fluctuations are negligible.