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Step-by-step TensorRT-LLM tutorial: Deploy Llama 3/GPT models 3x faster on A100/H100. Includes Python setup, Docker configuration, KV Cache optimization, and benchmarks vs vLLM. Complete guide in 20 minutes.

Master GPU performance optimization: Matrix multiplication achieves 90%+ FLOPS on A100, while CNNs get only 20% due to memory bandwidth bottleneck. Learn compute-bound vs memory-bound operations, fused kernels, Tensor Cores, and H100 FP8 improvements.