AGI Strategies

person

Tom M. Mitchell

CMU founders university professor; ML textbook author

Carnegie Mellon University Founders University Professor and former founding head of CMU's Machine Learning Department. Author of the canonical 'Machine Learning' (1997) textbook.

current Founders University Professor, Carnegie Mellon University

Strategy positions

Governance firstendorses

Lead with regulation, treaties, liability regimes

Argues machine learning has matured enough that society needs strong public-interest oversight and regulation; signed major open letters on responsible AI.

“A computer program is said to learn from experience E with respect to some class of tasks T and performance measure P, if its performance at tasks in T, as measured by P, improves with experience E.”

Context: Mitchell's canonical definition of machine learning, foundational to the field.

bookMachine Learning· McGraw-Hill· 1997· direct quote

Closest strategy neighbours

by jaccard overlap

Other people whose strategy tags overlap with Tom M. Mitchell's. Overlap is on tag identity, not stance; opposites can show up if they reference the same tags.

  • Abeba Birhane

    Abeba Birhane

    shared 1 · J=1.00

    Mozilla Foundation senior advisor; AI ethics researcher

  • Adam Tooze

    Adam Tooze

    shared 1 · J=1.00

    Columbia historian; Chartbook newsletter

  • Adrian Weller

    shared 1 · J=1.00

    Cambridge professor; Alan Turing Institute fellow

  • Adrienne LaFrance

    Adrienne LaFrance

    shared 1 · J=1.00

    The Atlantic executive editor; technology critic

  • Adrienne Williams

    shared 1 · J=1.00

    Former Amazon warehouse worker; AI labour activist

  • Akash Wasil

    shared 1 · J=1.00

    Encode Justice; AI policy advocate

Record last updated 2026-04-25.