For physics specifically, look for at least the following junior/senior level physics courses offered on a regular basis (minimum once every two years, every year or every semester is better):
mechanics
statistical and thermal physics
electromagnetism*
quantum mechanics*
physics lab
*often a two course sequence
Additionally, math through multivariable calculus, linear algebra, and differential equations is needed. Real and complex analysis and abstract algebra are also commonly recommended.