--- title: "Meaning & Key Takeaway of: In A.I., the holy grail was how do you…" description: "\"In A.I., the holy grail was how do you generate internal representations.\" — Geoffrey Hinton" image: "https://sms4smile.com/quotes/i/b13/geoffrey-hinton-12991_holy_in-a-i-the-holy-grail-was-how-do-you-gen_688582.jpg" --- # In A.I., the holy grail was how do you generate internal… ![“In A.I., the holy grail was how do you generate internal representations.” quote by Geoffrey Hinton](https://sms4smile.com/quotes/i/b13/geoffrey-hinton-12991_holy_in-a-i-the-holy-grail-was-how-do-you-gen_688582.jpg) [Download](https://sms4smile.com/quotes/i/b13/geoffrey-hinton-12991_holy_in-a-i-the-holy-grail-was-how-do-you-gen_688582.jpg) [Open image](https://sms4smile.com/quotes/i/b13/geoffrey-hinton-12991_holy_in-a-i-the-holy-grail-was-how-do-you-gen_688582.jpg) > “In A.I., the holy grail was how do you generate internal representations.” [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. The central challenge in AI is creating internal representations that capture essential features of data. **In simple terms:** AI seeks to build internal models of data. Key Takeaway Focus on representation learning. Themes AI machine learning cognition Mood curious analytical Type theoretical inspirational When to use this quote - computer vision - natural language processing - reinforcement learning Key Concepts Neural networks latent spaces embeddings Questions to Reflect On - How can we evaluate the quality of internal representations? - What role does prior knowledge play? A Different Perspective Representations alone cannot guarantee understanding without context. ★ ★ ★ ★ ★ No ratings yet [Holy](https://sms4smile.com/quotes/about/holy/) [Holy grail](https://sms4smile.com/quotes/about/holy-grail/) ## Related quotes > [The holy grail is right here in this gem of a book. 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Said](https://sms4smile.com/quotes/author/edward-w-said/) > [The universe is an enormous direct product of representations of symmetry groups.](https://sms4smile.com/quotes/steven-weinberg/the-universe-is-an-enormous-direct-product-of-representations-of/) [Steven Weinberg](https://sms4smile.com/quotes/author/steven-weinberg/) > [People learn who they are by the images of themselves, the representations that they seek.](https://sms4smile.com/quotes/harry-lennix/people-learn-who-they-are-by-the-images-of-themselves-the/) [Harry Lennix](https://sms4smile.com/quotes/author/harry-lennix/) ## 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.' 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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/) > [All you need is lots and lots of data and lots of information about what the right answer is, and you'll be able to…](https://sms4smile.com/quotes/geoffrey-hinton/all-you-need-is-lots-and-lots-of-data-and-lots-of-information-about/) [Geoffrey Hinton](https://sms4smile.com/quotes/author/geoffrey-hinton/) [Explore all 52 Geoffrey Hinton quotes ](https://sms4smile.com/quotes/author/geoffrey-hinton/) ## More Holy quotes > [Clearly, when we baptize, our eyes should gaze beyond the baptismal font to the holy temple. The great garner into which the sheaves should…](https://sms4smile.com/quotes/neal-a-maxwell/clearly-when-we-baptize-our-eyes-should-gaze-beyond-the-baptismal/) [Neal A. Maxwell](https://sms4smile.com/quotes/author/neal-a-maxwell/) > [The purpose of a spirit filled life is to demonstrate the supernatural power of our living God so that the unsaved multitudes will abandon…](https://sms4smile.com/quotes/t-l-osborn/the-purpose-of-a-spirit-filled-life-is-to-demonstrate-the/) [T.L. Osborn](https://sms4smile.com/quotes/author/t-l-osborn/) > [“Forget about deciding what’s right for each other. Here’s what you need to be concerned about: that you don’t get in the way of…](https://sms4smile.com/quotes/eugene-h-peterson/forget-about-deciding-what-s-right-for-each-other-here-s-what-you/) [Eugene H. 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I'd come to think of God in terms like Divine Reality,…](https://sms4smile.com/quotes/sue-monk-kidd/in-recent-years-my-understanding-of-god-had-evolved-into-increasingly/) [Sue Monk Kidd](https://sms4smile.com/quotes/author/sue-monk-kidd/) > [Jesus' kingdom was not like the popular expectation. He used the phrase 'kingdom of God' with a different meaning. His kingdom was not of…](https://sms4smile.com/quotes/tom-harpur/jesus-kingdom-was-not-like-the-popular-expectation-he-used-the-phrase/) [Tom Harpur](https://sms4smile.com/quotes/author/tom-harpur/) > [Ideally, when Christians meet, as Christians do, to take counsel together, their purpose is not ( or should not be) to ascertain what is…](https://sms4smile.com/quotes/margaret-thatcher/ideally-when-christians-meet-as-christians-do-to-take-counsel/) [Margaret Thatcher](https://sms4smile.com/quotes/author/margaret-thatcher/) > [The God in whose hands are all our days and ways, did cast into my hand one day a book of Martin Luthers; it…](https://sms4smile.com/quotes/john-bunyan/the-god-in-whose-hands-are-all-our-days-and-ways-did-cast-into-my/) [John Bunyan](https://sms4smile.com/quotes/author/john-bunyan/) > [Lord, send Your life throughout the entire church. Visit Your church; restore sound doctrine and holy, earnest living. 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When you are with your Self and no one else, how…](https://sms4smile.com/quotes/neale-donald-walsch/in-the-quiet-moments-of-your-day-what-do-you-think-and-do-when-you/) [Neale Donald Walsch](https://sms4smile.com/quotes/author/neale-donald-walsch/) > [“The HOLY of Holiness!”](https://sms4smile.com/quotes/lailah-gifty-akita/the-holy-of-holiness/) [Lailah Gifty Akita](https://sms4smile.com/quotes/author/lailah-gifty-akita/) > [Holy living consists in doing God's work with a smile.](https://sms4smile.com/quotes/mother-teresa/holy-living-consists-in-doing-god-s-work-with-a-smile/) [Mother Teresa](https://sms4smile.com/quotes/author/mother-teresa/) [Browse all 4,265 Holy quotes ](https://sms4smile.com/quotes/about/holy/) ```json { "@context": "https://schema.org", "@graph": [ { "@type": "Quotation", "text": "In A.I., the holy grail was how do you generate internal representations.", "creator": { "@type": "Person", "name": "Geoffrey Hinton" }, "isPartOf": { "@id": "https://sms4smile.com/quotes/#website" }, "url": "https://sms4smile.com/quotes/geoffrey-hinton/in-a-i-the-holy-grail-was-how-do-you-generate-internal-representations/", "about": { "@type": "Thing", "name": "Holy" }, "@id": "https://sms4smile.com/quotes/geoffrey-hinton/in-a-i-the-holy-grail-was-how-do-you-generate-internal-representations/#quotation", "image": { "@type": "ImageObject", "@id": "https://sms4smile.com/quotes/i/b13/geoffrey-hinton-12991_holy_in-a-i-the-holy-grail-was-how-do-you-gen_688582.jpg", "contentUrl": "https://sms4smile.com/quotes/i/b13/geoffrey-hinton-12991_holy_in-a-i-the-holy-grail-was-how-do-you-gen_688582.jpg", "url": "https://sms4smile.com/quotes/i/b13/geoffrey-hinton-12991_holy_in-a-i-the-holy-grail-was-how-do-you-gen_688582.jpg", "width": 1080, "height": 1080, "caption": "“In A.I., the holy grail was how do you generate internal representations.” — Geoffrey Hinton", "creditText": "SMS4Smile Quotes", "creator": { "@id": "https://sms4smile.com/quotes/#organization" } } }, { "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://sms4smile.com/" }, { "@type": "ListItem", "position": 2, "name": "Quotes", "item": "https://sms4smile.com/quotes/" }, { "@type": "ListItem", "position": 3, "name": "Geoffrey Hinton", "item": "https://sms4smile.com/quotes/author/geoffrey-hinton/" }, { "@type": "ListItem", "position": 4, "name": "In A.I., the holy grail was...", "item": "https://sms4smile.com/quotes/geoffrey-hinton/in-a-i-the-holy-grail-was-how-do-you-generate-internal-representations/" } ], "@id": "https://sms4smile.com/quotes/geoffrey-hinton/in-a-i-the-holy-grail-was-how-do-you-generate-internal-representations/#breadcrumb" }, { "@type": "WebSite", "@id": "https://sms4smile.com/quotes/#website", "name": "SMS4Smile Quotes", "url": "https://sms4smile.com/quotes/", "publisher": { "@id": "https://sms4smile.com/quotes/#organization" } }, { "@type": "Organization", "@id": "https://sms4smile.com/quotes/#organization", "name": "SMS4Smile Quotes", "url": "https://sms4smile.com/quotes/", "logo": { "@type": "ImageObject", "url": "https://sms4smile.com/quotes/wp-content/themes/sq/assets/icons/icon-512.png", "width": 512, "height": 512 } } ] } ```