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NVIDIA NVD-001 Exam Syllabus Topics:

SectionObjectives
Topic 1: CUDA Advanced Programming- Synchronization and concurrency
  • 1. Thread synchronization
    • 2. Atomic operations
      - Streams and parallel execution
      • 1. Asynchronous execution
        • 2. Multi-stream execution
          Topic 2: Memory Management and Optimization- Memory types
          • 1. Global, shared, and local memory
            • 2. Registers and cache usage
              - Performance optimization
              • 1. Latency hiding techniques
                • 2. Memory coalescing
                  Topic 3: Debugging and Profiling- Debugging CUDA applications
                  • 1. Debug tools usage
                    • 2. Common runtime errors
                      - Performance profiling
                      • 1. Bottleneck identification
                        • 2. Kernel profiling
                          Topic 4: CUDA Programming Fundamentals- CUDA programming model
                          • 1. Kernels and thread hierarchy
                            • 2. Grid and block structure
                              - GPU architecture basics
                              • 1. SIMT execution model
                                • 2. Streaming multiprocessors and cores

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