AI NEWS PAGE DOSSIER

David Silver

David Silver's file: reinforcement learning, AlphaGo, AlphaZero, DeepMind, and Ineffable Intelligence's bet that machines should learn from experience.

Silver built a career around reinforcement learning, joined DeepMind before its biggest public breakthroughs, led the systems that beat Go and then taught themselves chess and shogi, and eventually left to found a lab betting that experience — not human text — is the road to superintelligence.

HOW THE HELL DID DAVID SILVER GET HERE?

  1. 2004

    HE GOES BACK TO SCHOOL FOR REINFORCEMENT LEARNING

    Silver returned to academia in 2004 for a PhD focused on reinforcement learning with Rich Sutton, after earlier work in games and software.

    RECEIPTS: UCLreported

  2. 2011

    THE REINFORCEMENT-LEARNING PROGRAM GETS AN ACADEMIC BASE

    Silver received a Royal Society University Research Fellowship and joined UCL, where he built an academic program around reinforcement learning.

    RECEIPTS: UCLreported

  3. 2013

    HE JOINS DEEPMIND FULL TIME

    After consulting for DeepMind from its early days, Silver joined the company full time in 2013 and became one of the leaders of its reinforcement-learning program.

    RECEIPTS: UCLreported

  4. Jan 27, 2016

    ALPHAGO PUTS REINFORCEMENT LEARNING ON THE FRONT PAGE

    Silver led the AlphaGo work combining neural networks, search and reinforcement learning, published in Nature before the system's landmark match against Lee Sedol.

    RECEIPTS: Google Researchfirst-party

  5. Oct 18, 2017

    THE MACHINE STOPS NEEDING HUMAN GAMES

    Silver and DeepMind introduced AlphaGo Zero, which learned Go from self-play without training on human game data and surpassed the previous AlphaGo versions.

    RECEIPTS: Google DeepMindfirst-party

  6. Jan 15, 2026

    HE LEAVES TO BUILD 'SUPERLEARNERS'

    Silver announced Ineffable Intelligence, a new lab built around his thesis that superintelligence should learn continually from experience rather than primarily from human-generated data.

    RECEIPTS: Ineffable Intelligencefirst-party

MORE DOSSIERS