The torch.profiler tool allows developers to analyze CPU and GPU execution times per operator. This guide demonstrates how to identify bottlenecks and optimize memory allocation during model training. It provides a practical walkthrough for interpreting trace files. Practitioners can now pinpoint specific layers causing latency to improve overall inference speed and hardware utilization.