Very simple techniques, when you have a lot of data, work incredibly well. — Jeff Dean Data Copy Share Image
Microsoft is in a lot of the same businesses that Google is in. — Jeff Dean Business Copy Share Image
Deep learning is a really powerful metaphor for learning about the world. — Jeff Dean Copy Share Image
Computers can see, and understand what people say via speech recognition. — Jeff Dean Communication Copy Share Image
Machine learning is a new way of creating problem solving. — Jeff Dean Artificial intelligence Copy Share Image
If you pass a lot of data through a teeny network, like 20 neurons, it'll do what it can, but it's not… — Jeff Dean Data Copy Share Image
The things that I really enjoy doing are finding interesting problems and working together with colleagues to figure out how we can… — Jeff Dean Problems Copy Share Image
I think multimodal kinds of models are pretty interesting - like can you combine text with imagery or audio or video in… — Jeff Dean Copy Share Image
There's a lot of potential for machine learning all around the world. We're seeing it in academia, at other companies, in government. — Jeff Dean Around the world Copy Share Image
A lot of human learning comes from unsupervised learning where you're just sort of observing the world around you and understanding how… — Jeff Dean Education Copy Share Image
In Google data centers, our energy usage throughout the year for all our computing needs is 100 percent renewable. — Jeff Dean Climate Copy Share Image
Transportation, with self-driving vehicles, is going to be a big use of machine learning. — Jeff Dean Artificial intelligence Copy Share Image
There's a lot of work in machine learning systems that is not actually machine learning. — Jeff Dean Copy Share Image
I think true artificial general intelligence would be a system that is able to perform human-level reasoning, understanding, and accomplishing of complicated… — Jeff Dean Copy Share Image
We have a lot of work to do to get really important useful capabilities into people's hands - self-driving cars are going… — Jeff Dean Copy Share Image
One thing I think is true is that is you have someone who's really good in one or a few areas they… — Jeff Dean Copy Share Image
Health care - the ability of neural networks to ingest lots of data and make predictions is very well suited to this… — Jeff Dean Data Copy Share Image
It's nice to have short-term to medium-term things that we can apply and see real change in our products, but also have… — Jeff Dean Copy Share Image
Some people are happy to work in a particular domain or some field of computer science for years, and years. I personally… — Jeff Dean Computer science Copy Share Image
Previously, we might use machine learning in a few sub-components of a system. Now we actually use machine learning to replace entire… — Jeff Dean Artificial intelligence Copy Share Image
People in my organization were very outspoken about what we should be doing with the Department of Defense. One of them is… — Jeff Dean Autonomous Copy Share Image
The idea behind reinforcement learning is you don't necessarily know the actions you might take, so you explore the sequence of actions… — Jeff Dean Game Copy Share Image
I do kind of think there's a bit of an overemphasis on - in the community - on sort of achieving ever-so-slightly… — Jeff Dean Art Copy Share Image
As devices continue to shrink and voice recognition and other kinds of alternative user-interfaces become more practical, it is going to change… — Jeff Dean Change Copy Share Image
I think there are sometimes issues with - no matter where you put a conference, there's always going to be constraints on… — Jeff Dean Copy Share Image
Understanding language is core to a lot of Google products such as Gmail. — Jeff Dean Copy Share Image
We have way more unsupervised data in the world than supervised data. — Jeff Dean Data Copy Share Image
Traditionally computers have not been that good at interacting with people in ways that people feel natural interacting with. — Jeff Dean Computers Copy Share Image
Health care has a lot of interesting machine-learning problems - outpatient outcomes, or when you have x-ray images and you want to… — Jeff Dean Health Copy Share Image
The healthcare space is a very complicated one for a variety of reasons: It's much more regulated than some other kinds of… — Jeff Dean Copy Share Image
Deep neural networks are responsible for some of the greatest advances in modern computer science. — Jeff Dean Computer science Copy Share Image
In a lot of these areas, from machine translation to search quality, you're always trying to balance what you can do computationally… — Jeff Dean Copy Share Image
With TensorFlow, when we started to develop it, we kind of looked at ourselves and said: 'Hey, maybe we should open source… — Jeff Dean Copy Share Image
I spend a fair amount of time dealing with email, mostly deleting them or skimming them to get a sense of what… — Jeff Dean Copy Share Image
It's important to engage with governments around the world in how they're thinking about AI - to help inform them. — Jeff Dean Copy Share Image
It would be great to have every engineer have at least some amount of knowledge of machine learning. — Jeff Dean Artificial intelligence Copy Share Image
It's pretty clear that machine learning is going to a big part of science and engineering. — Jeff Dean Artificial intelligence Copy Share Image
