Statistical Mechanics II: Fluctuations, Stochastic Processes, and Nonequilibrium Physics

# Topic
01Fluctuation theory
02Diffusion
03Random walk
04Escape probability
05Langevin equation
06Itô calculus
07Ornstein–Uhlenbeck process
08Master equation
09One-step processes
10Fokker–Planck equation
11Kolmogorov backward equation
12Mean first-passage time
13Kramers rate theory
14Wiener–Khinchin theorem
15Green–Kubo relations
16Kubo formula
17Onsager reciprocal relations
18Jarzynski equality
19Crooks fluctuation theorem
20Quantum decoherence
21Quantum master equation
22Ising model
23Critical behavior
24Renormalization group
25Extended Ising and interacting models
26Spin glasses
27Protein folding and the design problem
28Hopfield network
29Generative diffusion
30Annealed importance sampling