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After introducing Lagrangian and Hamiltonian mechanics, Section 5 demonstrates how the two formulations are equivalent under the Legendre transform
https://www.math.uwaterloo.ca/~karigian/training/herman-final-MMath-project.pdf
See Ryder - Quantum Field Theory page 260