The torch.profiler module allows developers to identify execution bottlenecks by tracking CPU and GPU activity. This guide explains how to analyze kernel execution times and memory allocation. Practitioners can use these insights to optimize training loops. It provides a necessary baseline for those struggling with slow model performance on NVIDIA hardware.