I am a graduate student, currently planning on self-studying non-equilibrium statistical mechanics. I have tried searching for literature myself, but no book/online course that I have found seems comprehensive yet friendly enough, so I would like to get recommendations for some good literature.
The subjects that I am interested to get a deep understanding about, include:
Stochastic processes, Markovian and Gaussian processes, harmonic analysis, correlation functions, Wiener-Khintchine theorem.
Brownian motion, random walk, diffusion equation, Einstein relations.
Langevin equation, Fokker-Planck equation, Multiplicative random cascade
Stochastic path integrals.
Fluctuation dissipation theorem.
Boltzmann equation, collision integral, τ-approximation, Boltzmann entropy, and H-theorem.
Linear response theory, Kramers-Kronig relations, dielectric relaxation.
Jarzynski equality and its extensions.
Elementary transport theory and macroscopic continuum theory.
Green-Kubo formula.
