A lightweight, modular library for neural network weight optimization using randomized search algorithms built directly on top of PyTorch. Pyperch is a research and teaching-oriented library for training neural networks using randomized optimization methods (RHC, SA, GA), gradient-based methods, and hybrid combinations.