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concepts → Mechanism

Mechanism

Convolution

timeless2 connections

slide one small filter across the input and reuse it everywhere — built-in translation symmetry

Where it sits

The prism has six jobs across and eight layers down. Its primary cell isrepresent × L1. Hatched cells cannot exist — a GPU does not learn, an institution does not infer.

What must come first — and what it unlocks

Left to right is reading order, derived from the prerequisite_of edges. Nothing here is hand-ordered: the diagram is the graph.

nothing comes first — this is a starting pointConvolutionConvolutional neural network

Unlocks: Convolutional neural network

What kind of thing it is — and what it is made of

It is part of: Convolutional neural network.

Where to read it

The chapter that introduces it, and any chapter that uses it again.

20Seeing with Windowsact 5 · The Connectionist Turn

Where it comes from

paperImageNet Classification with Deep Convolutional Neural NetworksAlex Krizhevsky, Ilya Sutskever, Geoffrey Hinton · 2012

Every connection

All 2 edges touching this node, grouped by relation family — the sections above are highlights from this list. Colours match the relation families inthe atlas.

Structure · 1
is part ofConvolutional neural networkArchitecture
Order · 1
must come beforeConvolutional neural networkArchitecture

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