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The ML Surgeon

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The Operating Room Setup

Setup Cuda Cpp Libtorch

Dissecting torch.compile: Surgical Precision in PyTorch Optimization

Torch-Compile Compiler

A quick incision: ten minutes to RAG

Rag Llm Vector-Db

Performing Kernel Surgery: Profiling CUDA Kernels with NVIDIA Nsight Compute

Cuda Profiling Optimization

A Machine Learning Surgeon’s Toolkit: Advanced Matrix Multiplication in CUDA

Cuda Gpu Optimization Matrix-Multiplication

Cerebral Cortex and Hippocampus: Understanding the Computational and Memory Design of GPUs

Gpu Architecture