concepts → Objective
Cross-entropy
the cost of coding data with the wrong model — the loss nearly everything trains on
Where it sits
The prism has six jobs across and eight layers down. Its primary cell islearn × L4, with a noted second cell. Hatched cells cannot exist — a GPU does not learn, an institution does not infer.
measure×L0 — it is itself an information-theoretic quantity
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.
Before it: Entropy
Where to read it
The chapter that introduces it, and any chapter that uses it again.
Where it comes from
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.
This page is a projection of one node in src/data/concepts.ts. It has no prose file of its own — 230 declared edges produce all 236 of these pages. Edit an edge and both endpoints change.