CrypTen is a framework for privacy-preserving machine learning built on PyTorch. It implements Secure Multiparty Computation as its secure computing backend, providing a CrypTensor object that mimics PyTorch tensors to enable automatic differentiation and neural network training with cryptographic privacy guarantees. The library-based architecture allows ML practitioners to debug, experiment, and build secure ML models.