Geoffrey Hinton

Person. The "godfather of deep learning." Co-invented backpropagation as a practical training method (1986, with Rumelhart & Williams), pioneered Boltzmann machines, dropout, and — via his students (Krizhevsky, Sutskever) — AlexNet, the 2012 result that ignited the deep-learning era. Turing Award (2018, with Bengio & LeCun); Nobel Prize in Physics (2024).

Spent a decade at Google Brain, then quit in 2023 specifically to warn freely about AI existential risk — the field's most prominent insider-turned-safety-voice. In this corpus he appears both as deep-learning history and as a marker of the capabilities-vs-safety debate.

entities · 13 notes linked

Related: Openai · AI Safety · Large Language Models · Google · Yann LeCun · Deep Learning · Chatgpt · Neural Networks

Notes

• 8 Google Employees Invented Modern AI. Here's the Inside Story — Origin story of "Attention Is All You Need" transformer paper at Google
• A cartel of influential datasets are dominating machine learning research — ML benchmark dataset concentration at elite institutions fragments and biases research progress
• Deconstructing Geoffrey Hinton's weakest argument — Gary Marcus rebuttal of Hinton's defense of LLM understanding and hallucinations
• Facebook's Quest to Build an Artificial Brain Depends on This Guy — Yann LeCun pioneers convolutional neural networks and leads Facebook AI lab
• Godfather of Artificial Intelligence" Geoffrey Hinton on the promise, risks of advanced AI — Geoffrey Hinton 60 Minutes interview warning of AI existential and societal risks
• Is AI a danger to humanity or our salvation? — Hinton, LeCun, and Bengio split on AI existential risk after ChatGPT
• Neural Networks and Deep Learning — Chapter 2 derivation of the four backpropagation equations
• One of the three 'godfathers of A.I.' feels 'lost' because of the direction the technology has taken | Fortune — AI pioneers Bengio and Hinton warn of existential risk; LeCun dissents
• The 'Godfather of AI' Has a Hopeful Plan for Keeping Future AI Friendly — Geoffrey Hinton's views on LLM risks and analog computing as AI safety mitigation
• The Doomsday Invention — Nick Bostrom's superintelligence thesis and AI existential risk debate
• These Women Tried to Warn Us About AI — Women researchers warned of AI bias harms
• What Really Made Geoffrey Hinton Into an AI Doomer — Hinton's reasons for leaving Google to warn about accelerating AI risk
• What was 60 Minutes thinking, in that interview with Geoff Hinton? — Gary Marcus rebuttal annotating 60 Minutes Hinton AI interview