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NVIDIA NVD-001 Exam Syllabus Topics:

SectionObjectives
Memory Management and Optimization- Memory types
  • 1. Global, shared, and local memory
    • 2. Registers and cache usage
      - Performance optimization
      • 1. Memory coalescing
        • 2. Latency hiding techniques
          CUDA Programming Fundamentals- GPU architecture basics
          • 1. SIMT execution model
            • 2. Streaming multiprocessors and cores
              - CUDA programming model
              • 1. Grid and block structure
                • 2. Kernels and thread hierarchy
                  Debugging and Profiling- Performance profiling
                  • 1. Kernel profiling
                    • 2. Bottleneck identification
                      - Debugging CUDA applications
                      • 1. Debug tools usage
                        • 2. Common runtime errors
                          CUDA Advanced Programming- Synchronization and concurrency
                          • 1. Atomic operations
                            • 2. Thread synchronization
                              - Streams and parallel execution
                              • 1. Asynchronous execution
                                • 2. Multi-stream execution

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