Stone to Silicon

Artificial intelligence · 2017

AlphaGo Zero

Starting from only the rules, self-play surpasses every prior Go program in 40 days.

AlphaGo Zero learned with no human games, a single residual network and simpler search. It beat the Lee Sedol version 100-0 after three days of training. It showed human data could be a ceiling rather than a foundation.

See it in the living treeWikipedia

Arcs above join it to what it stood on, arcs below to what it led to. The bar places this stretch on the tree's whole timeline.

What it built on 3

What it led to 1

Related measurements

The dashed line marks when it first worked.

Training compute of notable AI models Source: Epoch AI, Notable AI Models (CC BY 4.0)

ML hardware FLOP/s per dollar Source: Epoch AI, ML hardware (CC BY 4.0)