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
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
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
Some things are easier to parrellelize than others. It's pretty easy to train up 100 models and pick the best one. If… — Jeff Dean 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
I think there are a lot of industries that are collecting a lot of data and have not yet considered the implications… — Jeff Dean Artificial intelligence Copy Share Image
I think robotics is a really hard problem - to make robots that operate in sort of arbitrary environments, like a big… — 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
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
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
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
You need to find someone that you're gonna pair-program with who's compatible with your way of thinking, so that the two of… — Jeff Dean Copy Share Image
Reinforcement learning is the idea of being able to assign credit or blame to all the actions you took along the way… — Jeff Dean Copy Share Image
The speech recognition is now good enough that I dictate emails on my phone rather than type them in. It's not perfect,… — Jeff Dean Communication Copy Share Image
I think that is one of the main goals of pushing forward in machine learning: having computers provide the wisdom that a… — Jeff Dean Artificial intelligence Copy Share Image
Computers don't usually have a sense of if you have a picture of something what is in that image. And if we… — Jeff Dean Computers Copy Share Image
We want to build systems that can generalize to a new task. Being able to do things with much less data and… — Jeff Dean Being Copy Share Image
AI can help solve some of the most difficult social and environmental challenges in areas like healthcare, disaster prediction, environmental conservation, agriculture,… — Jeff Dean Agriculture Copy Share Image
In order to reason, you need a network to be able to bring in knowledge from several different areas, such as math,… — Jeff Dean Knowledge Copy Share Image
One of the things that inspires me about working for Google is that when we solve a problem here, we can get… — Jeff Dean Copy Share Image
If you only have 10 examples of something, it's going to be hard to make deep learning work. If you have 100,000… — Jeff Dean Copy Share Image
I worry policymakers are not putting enough attention on what we should be planning for 10 years down the road. In general,… — Jeff Dean Attention Copy Share Image
As a society I think we are going to be much better off by having machines that can work in conjunction with… — Jeff Dean Copy Share Image
