Mathematical methods in physics
Elementary methods
Linear algebra
- Matrix inversion, solution of equations – technical skill
- Generalized eigenvalue problem – variational methods in quantum mechanics
- Jordan normal form (algebraic canonic form of a matrix) – solving linear ODE
- Singular value decomposition (numeric canonic form of a matrix) – population analysis in quantum mechanics
- Linear least squares – fitting
Special functions
Asymptotic methods
Partial differential equations
- First-order quasilinear equation – Hamilton-Jacobi equation, motion of a quantum particle in a homogeneous field
- Parabolic equation – transport equation (diffusion, heat, radiation etc)
- Hyperbolic equation – waves in a continuum medium, Maxwell's equations, Schrodinger equation, Einstein field equations
- Elliptic equation – stationary solutions of the above problems
- Spectral problem – time-independent Schrodinger equation
Other mathematical topics
- Probability theory – statistical physics
- Markov chains – kinetic equation
- Stochastic processes – nonequilibrium statistical physics
- Group theory – use of symmetry
- Python programming language