--- title: "Meaning & Key Takeaway of: If you only have 10 examples of…" description: "\"If you only have 10 examples of something, it's going to be hard to make deep learning work. If you have 100,000 things you care about, records or what..." image: "https://sms4smile.com/quotes/i/d23/jeff-dean-10577_deep_if-you-only-have-10-examples-of-somethin_1800890.jpg" --- # If you only have 10 examples of something, it's going to… ![“If you only have 10 examples of something, it's going to be hard to make deep learning work. If you have 100,000 things you care about, records or whatever, that's the kind of scale where you should really start thinking about these kinds of techniques.” quote by Jeff Dean](https://sms4smile.com/quotes/i/d23/jeff-dean-10577_deep_if-you-only-have-10-examples-of-somethin_1800890.jpg) [Download](https://sms4smile.com/quotes/i/d23/jeff-dean-10577_deep_if-you-only-have-10-examples-of-somethin_1800890.jpg) [Open image](https://sms4smile.com/quotes/i/d23/jeff-dean-10577_deep_if-you-only-have-10-examples-of-somethin_1800890.jpg) > “If you only have 10 examples of something, it's going to be hard to make deep learning work. If you have 100,000 things you care about, records or whatever, that's the kind of scale where you should really start thinking about these kinds of techniques.” [Jeff Dean](https://sms4smile.com/quotes/author/jeff-dean/) ## About This Quote This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation. Deep learning needs large data; small datasets limit model performance, so seek scale for effective AI. **In simple terms:** Big data is essential for deep learning success. Key Takeaway Gather more data or use alternative methods. Themes AI deep learning data scale model training technology Mood analytical pragmatic Type technical educational When to use this quote - research projects - startup product development - academic studies - industry AI pipelines - data collection initiatives Key Concepts big data algorithmic efficiency resource constraints Questions to Reflect On - How can you obtain more data responsibly? - What alternatives exist for low‑data scenarios? A Different Perspective Large data may be costly or unavailable; consider privacy and bias. ★ ★ ★ ★ ★ No ratings yet [000 Things](https://sms4smile.com/quotes/about/000-things-442220/) [10 Examples](https://sms4smile.com/quotes/about/10-examples-2030867/) [Deep](https://sms4smile.com/quotes/about/deep/) [Deep learning](https://sms4smile.com/quotes/about/deep-learning/) [Hard](https://sms4smile.com/quotes/about/hard/) [Learning](https://sms4smile.com/quotes/about/learning/) [Technology](https://sms4smile.com/quotes/about/technology/) [Thinking](https://sms4smile.com/quotes/about/thinking/) [Work](https://sms4smile.com/quotes/about/work/) [Work 100](https://sms4smile.com/quotes/about/work-100-1629703/) ## Related quotes > [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/) > [Deep learning is a really powerful metaphor for learning about the world.](https://sms4smile.com/quotes/jeff-dean/deep-learning-is-a-really-powerful-metaphor-for-learning-about-the/) [Jeff Dean](https://sms4smile.com/quotes/author/jeff-dean/) > [I think the first wave of deep learning progress was mainly big companies with a ton of data training very large neural networks, right?…](https://sms4smile.com/quotes/andrew-ng/i-think-the-first-wave-of-deep-learning-progress-was-mainly-big/) [Andrew Ng](https://sms4smile.com/quotes/author/andrew-ng/) > [God is always doing 10,000 things in your life, and you may be aware of three of them.](https://sms4smile.com/quotes/john-piper/god-is-always-doing-10-000-things-in-your-life-and-you-may-be-aware/) [John Piper](https://sms4smile.com/quotes/author/john-piper/) > [I have not failed. I have just found 10,000 things that do not work.](https://sms4smile.com/quotes/thomas-edison/i-have-not-failed-i-have-just-found-10-000-things-that-do-not-work/) [Thomas Edison](https://sms4smile.com/quotes/author/thomas-edison/) > [You only have to bat 1.000 in two things-flying and heart transplants. Everything else, you can go four in five.](https://sms4smile.com/quotes/beano-cook/you-only-have-to-bat-1-000-in-two-things-flying-and-heart-transplants/) [Beano Cook](https://sms4smile.com/quotes/author/beano-cook/) > [And it comes from saying no to 1,000 things to make sure we don't get on the wrong track or try to do too…](https://sms4smile.com/quotes/steve-jobs/and-it-comes-from-saying-no-to-1-000-things-to-make-sure-we-don-t-get/) [Steve Jobs](https://sms4smile.com/quotes/author/steve-jobs/) > [It comes from saying no to 1,000 things to make sure we don't get on the wrong track or try to do too much.](https://sms4smile.com/quotes/steve-jobs/it-comes-from-saying-no-to-1-000-things-to-make-sure-we-don-t-get-on/) [Steve Jobs](https://sms4smile.com/quotes/author/steve-jobs/) > [I believe that work should be done with 100 per cent dedication.](https://sms4smile.com/quotes/vatsal-sheth/i-believe-that-work-should-be-done-with-100-per-cent-dedication/) [Vatsal Sheth](https://sms4smile.com/quotes/author/vatsal-sheth/) > [I've never been the actor that's waiting for a job. 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I can either dwell on the 1,000 I've lost…](https://sms4smile.com/quotes/anonymous/before-i-was-paralyzed-there-were-10-000-things-i-could-do-now-there/) [Anonymous](https://sms4smile.com/quotes/author/anonymous/) > [Innovation is saying 'no' to 1,000 things.](https://sms4smile.com/quotes/steve-jobs/innovation-is-saying-no-to-1-000-things/) [Steve Jobs](https://sms4smile.com/quotes/author/steve-jobs/) ## More by Jeff Dean > [People in my organization were very outspoken about what we should be doing with the Department of Defense. One of them is work on…](https://sms4smile.com/quotes/jeff-dean/people-in-my-organization-were-very-outspoken-about-what-we-should-be/) [Jeff Dean](https://sms4smile.com/quotes/author/jeff-dean/) > [Vision I think is going to be an important input. Like, if you're using Google Glass, it's going to be able to look around…](https://sms4smile.com/quotes/jeff-dean/vision-i-think-is-going-to-be-an-important-input-like-if-you-re-using/) [Jeff Dean](https://sms4smile.com/quotes/author/jeff-dean/) > [We have a lot of work to do to get really important useful capabilities into people's hands - self-driving cars are going to save…](https://sms4smile.com/quotes/jeff-dean/we-have-a-lot-of-work-to-do-to-get-really-important-useful/) [Jeff Dean](https://sms4smile.com/quotes/author/jeff-dean/) > [I think really what cloud customers care about is, can they get their problem solved on any particular provider's cloud products?](https://sms4smile.com/quotes/jeff-dean/i-think-really-what-cloud-customers-care-about-is-can-they-get-their/) [Jeff Dean](https://sms4smile.com/quotes/author/jeff-dean/) > [Machine learning is a new way of creating problem solving.](https://sms4smile.com/quotes/jeff-dean/machine-learning-is-a-new-way-of-creating-problem-solving/) [Jeff Dean](https://sms4smile.com/quotes/author/jeff-dean/) > [I think there are sometimes issues with - no matter where you put a conference, there's always going to be constraints on that. 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