CSC4700- Introduction to GPU Programming скачать в хорошем качестве

CSC4700- Introduction to GPU Programming

This lecture introduces GPU programming. A comparison between CPUs and GPUs is made, highlighting their architectural differences and how these impact programming, particularly focusing on CUDA. The evolution of GPUs from graphics processing to general-purpose computation and covers key aspects of CUDA programming, including memory management and thread organization is, also, explained. [00:00:00] - Introduction to GPU Programming [00:02:03] - Graphics Workloads and Programmability [00:07:12] - GPUs Move Beyond Graphics [00:11:05] - Modern GPUs and Market Overview [00:13:02] - Comparison: CPUs vs GPUs (Architecture & Performance) [00:23:20] - Memory Architectures and Bandwidth [00:29:29] - Threading Models: CPUs vs. GPUs [00:34:06] - Cache Architecture and Storage Considerations [00:42:31] - GPU Memory Organization and Storage Options [00:47:12] - Warp Scheduling and Parallel Execution [00:48:22] - CUDA Programming Basics [00:58:24] - Advanced CUDA Concepts and Hardware Details [01:17:12] - Q&A and Closing Remarks