This lecture explores the fundamental principles and advanced concepts of nonequilibrium field theories and stochastic dynamics. The course focuses on stochastic processes in particle and field systems, emphasizing mathematical formalisms such as Langevin equations, Fokker-Planck equations, and path integrals. Additionally, we will discuss applications in soft matter physics, active matter, and non-equilibrium statistical mechanics.