--- title: "Meaning & Key Takeaway of: I have always been convinced that the…" description: "\"I have always been convinced that the only way to get artificial intelligence to work is to do the computation in a way similar to the human brain. Tha..." image: "https://sms4smile.com/quotes/i/b87/geoffrey-hinton-12991_artificial-intellige_i-have-always-been-convinced-that-the-on_2693147.jpg" --- # I have always been convinced that the only way to get… ![“I have always been convinced that the only way to get artificial intelligence to work is to do the computation in a way similar to the human brain. That is the goal I have been pursuing. We are making progress, though we still have lots to learn about how the brain actually works.” quote by Geoffrey Hinton](https://sms4smile.com/quotes/i/b87/geoffrey-hinton-12991_artificial-intellige_i-have-always-been-convinced-that-the-on_2693147.jpg) [Download](https://sms4smile.com/quotes/i/b87/geoffrey-hinton-12991_artificial-intellige_i-have-always-been-convinced-that-the-on_2693147.jpg) [Open image](https://sms4smile.com/quotes/i/b87/geoffrey-hinton-12991_artificial-intellige_i-have-always-been-convinced-that-the-on_2693147.jpg) > “I have always been convinced that the only way to get artificial intelligence to work is to do the computation in a way similar to the human brain. That is the goal I have been pursuing. We are making progress, though we still have lots to learn about how the brain actually works.” [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) ## About This Quote This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation. Intelligent systems should emulate brain computation to achieve true AI, but understanding the brain remains incomplete. **In simple terms:** AI should mimic brain processes, yet we lack full brain knowledge. Key Takeaway Study brain mechanisms to guide AI design. Themes artificial intelligence neuroscience innovation Mood curious optimistic analytical Type theoretical inspirational When to use this quote - AI research labs - neuroscience studies - educational curricula - industry R&D Key Concepts cognitive architecture biomimicry learning algorithms Questions to Reflect On - What brain function should AI prioritize? - Can AI succeed without full brain mimicry? A Different Perspective Brain complexity may limit direct replication; alternative architectures could be more practical. ★ ★ ★ ★ ★ No ratings yet [Artificial intelligence](https://sms4smile.com/quotes/about/artificial-intelligence/) [Brain](https://sms4smile.com/quotes/about/brain/) [Computation](https://sms4smile.com/quotes/about/computation/) [Human brain](https://sms4smile.com/quotes/about/human-brain/) [Intelligence](https://sms4smile.com/quotes/about/intelligence/) [Making Progress](https://sms4smile.com/quotes/about/making-progress/) [Progress](https://sms4smile.com/quotes/about/progress/) [Technology](https://sms4smile.com/quotes/about/technology/) [Work](https://sms4smile.com/quotes/about/work/) ## Related quotes > [“We'll learn more about how the brain operates, how matter works, and what fills up empty space. But even if we evolve into a…](https://sms4smile.com/quotes/eric-maisel/we-ll-learn-more-about-how-the-brain-operates-how-matter-works-and/) [Eric Maisel](https://sms4smile.com/quotes/author/eric-maisel/) > [Chess is a good way to learn, to keep your brain fit and the ego in check, a mental form of your local gymnasium.…](https://sms4smile.com/quotes/peter-abelard/chess-is-a-good-way-to-learn-to-keep-your-brain-fit-and-the-ego-in/) [Peter Abelard](https://sms4smile.com/quotes/author/peter-abelard/) > [“You can learn from brain scientists how to strengthen what's weak, make flexible what's rigid, and heal what might be broken.”](https://sms4smile.com/quotes/jennifer-fraser/you-can-learn-from-brain-scientists-how-to-strengthen-what-s-weak/) Jennifer Fraser > [The question is, can we make neural networks that are 1,000 times bigger? And how can we do that with existing computation?](https://sms4smile.com/quotes/geoffrey-hinton/the-question-is-can-we-make-neural-networks-that-are-1-000-times/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [“In fact, if you step outside on a sunny day, there’s enough light reaching your brain that you could actually read this page inside…](https://sms4smile.com/quotes/michael-greger/in-fact-if-you-step-outside-on-a-sunny-day-there-s-enough-light/) [Michael Greger](https://sms4smile.com/quotes/author/michael-greger/) > [I've often asked myself, how much information can the brain actually hold? There'll probably come a day when you're able to download it; that's…](https://sms4smile.com/quotes/glen-campbell/i-ve-often-asked-myself-how-much-information-can-the-brain-actually/) [Glen Campbell](https://sms4smile.com/quotes/author/glen-campbell/) > [I talked to a brain specialist who told me when you think like someone else for such a long time, your brain actually changes.](https://sms4smile.com/quotes/sofia-helin/i-talked-to-a-brain-specialist-who-told-me-when-you-think-like/) [Sofia Helin](https://sms4smile.com/quotes/author/sofia-helin/) > [When you think of things like medicine, people who have lost limbs now have a chance to have a limb replaced that is connected…](https://sms4smile.com/quotes/gemma-chan/when-you-think-of-things-like-medicine-people-who-have-lost-limbs-now/) [Gemma Chan](https://sms4smile.com/quotes/author/gemma-chan/) > [“As we get older the brain actually gets smarter.”](https://sms4smile.com/quotes/marc-david/as-we-get-older-the-brain-actually-gets-smarter/) [Marc David](https://sms4smile.com/quotes/author/marc-david/) > [“So, what your brain actually needs for permanent weight loss is for you to listen to your body –eat only when you’re hungry, and…](https://sms4smile.com/quotes/erika-flint/so-what-your-brain-actually-needs-for-permanent-weight-loss-is-for/) Erika Flint > [There's something about the human brain, that it actually has a predilection towards negativity, which served us really well when we lived in an…](https://sms4smile.com/quotes/moby/there-s-something-about-the-human-brain-that-it-actually-has-a/) [Moby](https://sms4smile.com/quotes/author/moby/) > [It seems like everything that we see perceived in the brain before we actually use our own eyes, that everything we see is coming…](https://sms4smile.com/quotes/hayao-miyazaki/it-seems-like-everything-that-we-see-perceived-in-the-brain-before-we/) [Hayao Miyazaki](https://sms4smile.com/quotes/author/hayao-miyazaki/) > [“I'm sure my unique brain tastes the same as a normal brain. Actually, mine might be slightly tastier.”](https://sms4smile.com/quotes/j-cornell-michel/i-m-sure-my-unique-brain-tastes-the-same-as-a-normal-brain-actually/) [J. Cornell Michel](https://sms4smile.com/quotes/author/j-cornell-michel/) > [“The human brain is actually dumber than you think it is”](https://sms4smile.com/quotes/sohn-won-pyung/the-human-brain-is-actually-dumber-than-you-think-it-is/) [Sohn Won-Pyung](https://sms4smile.com/quotes/author/sohn-won-pyung/) > [“Einstein’s brain. Defying expectations that big thoughts required a big brain, Einstein’s brain actually weighed 10 percent less than the average brain.”](https://sms4smile.com/quotes/rudolph-e-tanzi/einstein-s-brain-defying-expectations-that-big-thoughts-required-a/) [Rudolph E. Tanzi](https://sms4smile.com/quotes/author/rudolph-e-tanzi/) ## More by Geoffrey Hinton > [I think the way we're doing computer vision is just wrong.](https://sms4smile.com/quotes/geoffrey-hinton/i-think-the-way-we-re-doing-computer-vision-is-just-wrong/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [Irony is going to be hard to get. You have to be master of the literal first. But then, Americans don't get irony either.…](https://sms4smile.com/quotes/geoffrey-hinton/irony-is-going-to-be-hard-to-get-you-have-to-be-master-of-the-literal/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [My main interest is in trying to find radically different kinds of neural nets.](https://sms4smile.com/quotes/geoffrey-hinton/my-main-interest-is-in-trying-to-find-radically-different-kinds-of/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [A deep-learning system doesn't have any explanatory power.](https://sms4smile.com/quotes/geoffrey-hinton/a-deep-learning-system-doesn-t-have-any-explanatory-power/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [We want to take AI and CIFAR to wonderful new places, where no person, no student, no program has gone before.](https://sms4smile.com/quotes/geoffrey-hinton/we-want-to-take-ai-and-cifar-to-wonderful-new-places-where-no-person/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [In deep learning, the algorithms we use now are versions of the algorithms we were developing in the 1980s, the 1990s. People were very…](https://sms4smile.com/quotes/geoffrey-hinton/in-deep-learning-the-algorithms-we-use-now-are-versions-of-the/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [Computers will understand sarcasm before Americans do.](https://sms4smile.com/quotes/geoffrey-hinton/computers-will-understand-sarcasm-before-americans-do/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [The role of radiologists will evolve from doing perceptual things that could probably be done by a highly trained pigeon to doing far more…](https://sms4smile.com/quotes/geoffrey-hinton/the-role-of-radiologists-will-evolve-from-doing-perceptual-things/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [I get very excited when we discover a way of making neural networks better - and when that's closely related to how the brain…](https://sms4smile.com/quotes/geoffrey-hinton/i-get-very-excited-when-we-discover-a-way-of-making-neural-networks/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [Deep learning is already working in Google search and in image search; it allows you to image-search a term like 'hug.' It's used to…](https://sms4smile.com/quotes/geoffrey-hinton/deep-learning-is-already-working-in-google-search-and-in-image-search/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [In A.I., the holy grail was how do you generate internal representations.](https://sms4smile.com/quotes/geoffrey-hinton/in-a-i-the-holy-grail-was-how-do-you-generate-internal-representations/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [As soon as you have good mechanical technology, you can make things like backhoes that can dig holes in the road. But of course…](https://sms4smile.com/quotes/geoffrey-hinton/as-soon-as-you-have-good-mechanical-technology-you-can-make-things/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [To deal with a 14-dimensional space, visualize a 3-D space and say 'fourteen' to yourself very loudly. Everyone does it.](https://sms4smile.com/quotes/geoffrey-hinton/to-deal-with-a-14-dimensional-space-visualize-a-3-d-space-and-say/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [In science, you can say things that seem crazy, but in the long run, they can turn out to be right. We can get…](https://sms4smile.com/quotes/geoffrey-hinton/in-science-you-can-say-things-that-seem-crazy-but-in-the-long-run/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) > [My view is we should be doing everything we can to come up with ways of exploiting the current technology effectively.](https://sms4smile.com/quotes/geoffrey-hinton/my-view-is-we-should-be-doing-everything-we-can-to-come-up-with-ways/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) [Explore all 52 Geoffrey Hinton quotes ](https://sms4smile.com/quotes/author/geoffrey-hinton/) ## More Artificial intelligence quotes > [One of our big goals in search is to make search that really understands exactly what you want, understands everything in the world. As…](https://sms4smile.com/quotes/larry-page/one-of-our-big-goals-in-search-is-to-make-search-that-really/) [Larry Page](https://sms4smile.com/quotes/author/larry-page/) > [People don't want to believe that technology is broken. Pharmaceuticals, robotics, artificial intelligence, nanotechnology - all these areas where the progress has been a…](https://sms4smile.com/quotes/peter-thiel/people-don-t-want-to-believe-that-technology-is-broken/) [Peter Thiel](https://sms4smile.com/quotes/author/peter-thiel/) > [“Paul closed his eyes and turned his face to the sun. In spite of everything, it was hard not to take solace from the…](https://sms4smile.com/quotes/greg-egan/paul-closed-his-eyes-and-turned-his-face-to-the-sun-in-spite-of/) [Greg Egan](https://sms4smile.com/quotes/author/greg-egan/) > [I think we should be very careful about artificial intelligence. If I had to guess at what our biggest existential threat is, it's probably…](https://sms4smile.com/quotes/elon-musk/i-think-we-should-be-very-careful-about-artificial-intelligence-if-i/) [Elon Musk](https://sms4smile.com/quotes/author/elon-musk/) > [“Humans are the biological bootloader for AI.”](https://sms4smile.com/quotes/utpal-nandi/humans-are-the-biological-bootloader-for-ai/) Utpal Nandi > [There's a very long tail of all sorts of creative products - beyond our core web search, image search and advertising businesses - that…](https://sms4smile.com/quotes/andrew-ng/there-s-a-very-long-tail-of-all-sorts-of-creative-products-beyond-our/) [Andrew Ng](https://sms4smile.com/quotes/author/andrew-ng/) > [“artificial intelligence is forcing human endeavor away from simple, algorithmic and repetitive tasks towards solving problems and incubating new ideas. It is the human…](https://sms4smile.com/quotes/gyan-nagpal/artificial-intelligence-is-forcing-human-endeavor-away-from-simple/) [Gyan Nagpal](https://sms4smile.com/quotes/author/gyan-nagpal/) > [“All right. You want to know about Nigel. I’ll tell you about Nigel. He’s come a long way since that so-called accident, Jon. Heck,…](https://sms4smile.com/quotes/shawn-corey/all-right-you-want-to-know-about-nigel-i-ll-tell-you-about-nigel-he-s/) Shawn Corey > [A lot was happening in A.I. But I also realized it wasn't clear what Salesforce's role in A.I. was. That's when we started acquiring…](https://sms4smile.com/quotes/marc-benioff/a-lot-was-happening-in-a-i-but-i-also-realized-it-wasn-t-clear-what/) [Marc Benioff](https://sms4smile.com/quotes/author/marc-benioff/) > [“AI must orbit humanity, not turn humanity into a lie.”](https://sms4smile.com/quotes/abhijit-naskar/ai-must-orbit-humanity-not-turn-humanity-into-a-lie/) [Abhijit Naskar](https://sms4smile.com/quotes/author/abhijit-naskar/) > [AI-assisted driving is a perfect platform for advancing fundamental human-centric artificial intelligence research while also producing practical applications.](https://sms4smile.com/quotes/fei-fei-li/ai-assisted-driving-is-a-perfect-platform-for-advancing-fundamental/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [Only unsolvable problems are worthy of artificial intelligence.](https://sms4smile.com/quotes/saul-gorn/only-unsolvable-problems-are-worthy-of-artificial-intelligence/) [Saul Gorn](https://sms4smile.com/quotes/author/saul-gorn/) > [“I don’t believe the rogue has freedom.  I think it is following the direction of humans.” “Why do you think so?” “Because I find…](https://sms4smile.com/quotes/walter-jon-williams/i-don-t-believe-the-rogue-has-freedom-i-think-it-is-following-the/) [Walter Jon Williams](https://sms4smile.com/quotes/author/walter-jon-williams/) > [The techniques of artificial intelligence are to the mind what bureaucracy is to human social interaction.](https://sms4smile.com/quotes/terry-winograd/the-techniques-of-artificial-intelligence-are-to-the-mind-what/) [Terry Winograd](https://sms4smile.com/quotes/author/terry-winograd/) > [From one perspective, we're in the early stage in artificial intelligence, but exponentials start out slowly, and then they take off.](https://sms4smile.com/quotes/judy-woodruff/from-one-perspective-we-re-in-the-early-stage-in-artificial/) [Judy Woodruff](https://sms4smile.com/quotes/author/judy-woodruff/) [Browse all 457 Artificial intelligence quotes ](https://sms4smile.com/quotes/about/artificial-intelligence/) ```json { "@context": "https://schema.org", "@graph": [ { "@type": "Quotation", "text": "I have always been convinced that the only way to get artificial intelligence to work is to do the computation in a way similar to the human brain. 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