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concepts → Mechanism

Mechanism

Perceptron

timeless4 connections

the first machine that learned weights to separate two classes

Where it sits

The prism has six jobs across and eight layers down. Its primary cell islearn × 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 pointPerceptronBackpropagation

Unlocks: Backpropagation

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

It is made of: Artificial neuron.

Where to read it

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

14The First Neuronact 3 · The Machines

Where it comes from

bookPerceptrons: An Introduction to Computational GeometryMarvin Minsky, Seymour Papert · 1969

Every connection

All 4 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
has as a partArtificial neuronMechanism
Order · 1
must come beforeBackpropagationAlgorithm
Lineage · 1
is improved byMultilayer perceptronArchitecture
Contrast · 1
trades off withSymbolic AIField

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