--- title: "Meaning & Key Takeaway of: The paradigm shift of the ImageNet…" description: "\"The paradigm shift of the ImageNet thinking is that while a lot of people are paying attention to models, let's pay attention to data. Data will redefi..." image: "https://sms4smile.com/quotes/i/a31/fei-fei-li-12223_attention_the-paradigm-shift-of-the-imagenet-think_1178836.jpg" --- # The paradigm shift of the ImageNet thinking is that while… ![“The paradigm shift of the ImageNet thinking is that while a lot of people are paying attention to models, let's pay attention to data. Data will redefine how we think about models.” quote by Fei-Fei Li](https://sms4smile.com/quotes/i/a31/fei-fei-li-12223_attention_the-paradigm-shift-of-the-imagenet-think_1178836.jpg) [Download](https://sms4smile.com/quotes/i/a31/fei-fei-li-12223_attention_the-paradigm-shift-of-the-imagenet-think_1178836.jpg) [Open image](https://sms4smile.com/quotes/i/a31/fei-fei-li-12223_attention_the-paradigm-shift-of-the-imagenet-think_1178836.jpg) > “The paradigm shift of the ImageNet thinking is that while a lot of people are paying attention to models, let's pay attention to data. Data will redefine how we think about models.” [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) ## About This Quote This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation. Emphasizes that data quality and curation are more crucial than model architecture for progress. **In simple terms:** Data matters more than models. Key Takeaway Focus on gathering diverse, high‑quality data. Themes data research innovation Mood analytical forward‑looking Type educational strategic When to use this quote - training new models - building datasets - evaluating performance - academic research Key Concepts machine learning dataset curation model bias Questions to Reflect On - How can we ensure data diversity? - What metrics best assess data quality? A Different Perspective Data alone cannot fix poor methodology or lack of domain expertise. ★ ★ ★ ★ ★ No ratings yet [Attention](https://sms4smile.com/quotes/about/attention/) [Data](https://sms4smile.com/quotes/about/data/) [Paradigm shift](https://sms4smile.com/quotes/about/paradigm-shift/) [Paying Attention](https://sms4smile.com/quotes/about/paying-attention/) [People](https://sms4smile.com/quotes/about/people/) [Technology](https://sms4smile.com/quotes/about/technology/) [Thinking](https://sms4smile.com/quotes/about/thinking/) ## Related quotes > [“Most importantly, by not buying, we redefine ourselves: by what we do, what we think, and who we love, rather than what we have.…](https://sms4smile.com/quotes/francine-jay/most-importantly-by-not-buying-we-redefine-ourselves-by-what-we-do/) [Francine Jay](https://sms4smile.com/quotes/author/francine-jay/) > [I think most models, when they start out, are insecure. And you become the focus of a lot of people's attention, so outside validation…](https://sms4smile.com/quotes/maud-adams/i-think-most-models-when-they-start-out-are-insecure-and-you-become/) [Maud Adams](https://sms4smile.com/quotes/author/maud-adams/) > [I think models have a lot less power than they did in the '80s, when there were, like, only 10 supermodels who could dictate…](https://sms4smile.com/quotes/lily-cole/i-think-models-have-a-lot-less-power-than-they-did-in-the-80s-when/) [Lily Cole](https://sms4smile.com/quotes/author/lily-cole/) > [People think that models don't eat. We do eat. Or at least I do. 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I don't think models are great models…](https://sms4smile.com/quotes/michael-flutie/you-have-to-look-for-a-unique-quality-in-that-person-and-it-s-not/) [Michael Flutie](https://sms4smile.com/quotes/author/michael-flutie/) > [I never really think of anyone as models, even the models.](https://sms4smile.com/quotes/juergen-teller/i-never-really-think-of-anyone-as-models-even-the-models/) [Juergen Teller](https://sms4smile.com/quotes/author/juergen-teller/) > [I think models in general have a certain insecurity about themselves because they're known for being beautiful, so they have to prove to everybody…](https://sms4smile.com/quotes/derek-hough/i-think-models-in-general-have-a-certain-insecurity-about-themselves/) [Derek Hough](https://sms4smile.com/quotes/author/derek-hough/) > [I would like to see fewer actors modeling, or if they're going to model to the extent that they are modeling, then I think…](https://sms4smile.com/quotes/stephanie-seymour/i-would-like-to-see-fewer-actors-modeling-or-if-they-re-going-to/) [Stephanie Seymour](https://sms4smile.com/quotes/author/stephanie-seymour/) > [We urgently need a paradigm shift in our concept of the purposes and practices of education. 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Since their emergence, there have been more or less interesting paradigm shifts having…](https://sms4smile.com/quotes/paul-fry/the-mantra-of-the-new-historicists-was-we-have-betrayed-ourselves/) [Paul Fry](https://sms4smile.com/quotes/author/paul-fry/) ## More by Fei-Fei Li > [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/) > [As for me, I'm an optimist.](https://sms4smile.com/quotes/fei-fei-li/as-for-me-i-m-an-optimist/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [Even a cat has things it can do that AI cannot.](https://sms4smile.com/quotes/fei-fei-li/even-a-cat-has-things-it-can-do-that-ai-cannot/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [Understanding vision and building visual systems is really understanding intelligence.](https://sms4smile.com/quotes/fei-fei-li/understanding-vision-and-building-visual-systems-is-really/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [If you were a computer and read all the AI articles and extracted out the names that are quoted, I guarantee you that women…](https://sms4smile.com/quotes/fei-fei-li/if-you-were-a-computer-and-read-all-the-ai-articles-and-extracted-out/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [When I was a graduate student in computer science in the early 2000s, computers were barely able to detect sharp edges in photographs, let…](https://sms4smile.com/quotes/fei-fei-li/when-i-was-a-graduate-student-in-computer-science-in-the-early-2000s/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [Besides publishing its own work, the Google AI China Center will also support the AI research community by funding and sponsoring AI conferences and…](https://sms4smile.com/quotes/fei-fei-li/besides-publishing-its-own-work-the-google-ai-china-center-will-also/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [No one tells a child how to see, especially in the early years. They learn this through real-world experiences and examples.](https://sms4smile.com/quotes/fei-fei-li/no-one-tells-a-child-how-to-see-especially-in-the-early-years-they/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [We all have a responsibility to make sure everyone - including companies, governments, and researchers - develop AI with diversity in mind.](https://sms4smile.com/quotes/fei-fei-li/we-all-have-a-responsibility-to-make-sure-everyone-including/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [I imagine a world in which AI is going to make us work more productively, live longer, and have cleaner energy.](https://sms4smile.com/quotes/fei-fei-li/i-imagine-a-world-in-which-ai-is-going-to-make-us-work-more/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [I really believe there are no borders for science.](https://sms4smile.com/quotes/fei-fei-li/i-really-believe-there-are-no-borders-for-science/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [This is the world where our children will live, and technology should reflect that diverse world. With technology and a little love, we can…](https://sms4smile.com/quotes/fei-fei-li/this-is-the-world-where-our-children-will-live-and-technology-should/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [Smart CEOs should be thinking about AI and its impact on their respective business.](https://sms4smile.com/quotes/fei-fei-li/smart-ceos-should-be-thinking-about-ai-and-its-impact-on-their/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [I often tell my students not to be misled by the name 'artificial intelligence' - there is nothing artificial about it. 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