GPU Memory Hierarchy & Optimization
Master GPU memory hierarchy from registers to global memory, understand coalescing patterns, bank conflicts, and optimization strategies for maximum performance
Explore machine learning concepts related to cache. Clear explanations and practical insights.
Master GPU memory hierarchy from registers to global memory, understand coalescing patterns, bank conflicts, and optimization strategies for maximum performance
Learn how CPU cache lines transfer data between memory and cache. Understand spatial locality and optimize memory access patterns for better performance.
Master sequential vs strided memory access patterns. Learn how cache efficiency and hardware prefetching affect application performance.
Master Structure of Arrays (SoA) vs Array of Structures (AoS) data layouts for optimal cache efficiency, SIMD vectorization, and GPU memory coalescing.
CPU performance optimization: memory hierarchy, cache blocking, SIMD vectorization, and profiling tools for modern processors.