Blog: Practical Notes on Production AI

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Backpropagation Step by Step: The Forward and Backward Pass

Backpropagation step by step: the forward and backward pass of a small network checked by hand, the chain rule at any depth, and three exercises to try.

Oct 19, 202630–60 min read

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AI

FAISSVector SearchOptimization

Inside FAISS: Billion-Scale Similarity Search

How Facebook AI Research solved the problem of finding similarity at billion-scale. An interactive exploration of IVF, HNSW, and Product Quantization.

Jan 23, 202645 min readHN

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Graphics

VulkanComputer GraphicsGPU

The Vulkan Kitchen: A Visual Tour of the Graphics Pipeline

An illustrated, restaurant-kitchen tour of Vulkan fundamentals: instances, devices, swapchains, pipelines, shaders, buffers, and how one frame gets cooked and served.

Jul 10, 20261h20 read

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