This article provides a comprehensive explanation of GPU architecture, focusing on compute and memory hierarchies, performance regimes, and optimization strategies. It explores how GPUs balance computation speed with memory access, detailing the differences between memory-bound and compute-bound operations, and discusses techniques like fusion and tiling to improve GPU performance.