Pycox is a Python package for survival analysis and time-to-event prediction built on PyTorch and torchtuples. It provides implementations of various survival models based on deep neural networks, evaluation metrics for survival analysis, and a collection of event-time datasets. The package also includes preprocessing tools for data preparation.