Top 40 Jeff Dean Quotes

Here we have the best Jeff Dean Quotes. Find the perfect quotation from our collection.

I think robotics is a really hard problem - to make rob
I think robotics is a really hard problem – to make robots that operate in sort of arbitrary environments, like a big conference room with chairs and stuff.

Jeff Dean
Health care has a lot of interesting machine-learning problems – outpatient outcomes, or when you have x-ray images and you want to predict things.

Jeff Dean
The speech recognition is now good enough that I dictate emails on my phone rather than type them in. It’s not perfect, but it’s good enough that it changes how I interact with my phone.

Jeff Dean
We have way more unsupervised data in the world than supervised data.

Jeff Dean
I think one of the things about reinforcement learning is that it tends to require exploration. So using it in the context of physical systems is somewhat hard.

Jeff Dean
Supervised learning works so well when you have the right data set, but ultimately unsupervised learning is going to be a really important component in building really intelligent systems – if you look at how humans learn, it’s almost entirely unsupervised.

Jeff Dean
It’s important to engage with governments around the world in how they’re thinking about AI – to help inform them.

Jeff Dean
Previously, we might use machine learning in a few sub-components of a system. Now we actually use machine learning to replace entire sets of systems, rather than trying to make a better machine learning model for each of the pieces.

Jeff Dean
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 longer-term, five to 10 year goals that we’re working toward.

Jeff Dean
I think multimodal kinds of models are pretty interesting – like can you combine text with imagery or audio or video in interesting ways?

Jeff Dean
Traditionally computers have not been that good at interacting with people in ways that people feel natural interacting with.

Jeff Dean
I think really what cloud customers care about is, can they get their problem solved on any particular provider‘s cloud products?

Jeff Dean
As a society I think we are going to be much better off by having machines that can work in conjunction with humans to do things more efficiently and even better in some cases. That willenable humans to do things that they do better than machines.

Jeff Dean
In order to reason, you need a network to be able to bring in knowledge from several different areas, such as math, science, and philosophy, to reach reasonable conclusions on what it’s been tasked with.

Jeff Dean
I think there are a lot of industries that are collecting a lot of data and have not yet considered the implications of machine learning but will ultimately use it.

Jeff Dean
It would be great to have every engineer have at least some amount of knowledge of machine learning.

Jeff Dean
Microsoft is in a lot of the same businesses that Google is in.

Jeff Dean
Computers can see, and understand what people say via speech recognition.

Jeff Dean
The idea behind reinforcement learning is you don’t necessarily know the actions you might take, so you explore the sequence of actions you should take by taking one that you think is a good idea and then observing how the world reacts. Like in a board game where you can react to how your opponent plays.

Jeff Dean
A lot of human learning comes from unsupervised learning where you’re just sort of observing the world around you and understanding how things behave.

Jeff Dean
Some things are easier to parrellelize than others. It’s pretty easy to train up 100 models and pick the best one. If you want to train one big model but do it on hundreds of machines, that’s a lot harder to parallelize.

Jeff Dean
I spend a fair amount of time dealing with email, mostly deleting them or skimming them to get a sense of what is going on.

Jeff Dean
I like working in small teams where people on the team have very different skills than what I have and that banter back and forth, and the ability to build something collectively that none of you could do individually is actually a really useful and valuable thing.

Jeff Dean
Reinforcement learning is the idea of being able to assign credit or blame to all the actions you took along the way while you were getting that reward signal.

Jeff Dean
Health care – the ability of neural networks to ingest lots of data and make predictions is very well suited to this area, and potentially will have a huge societal impact.

Jeff Dean
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
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 you together are a complementary force.

Jeff Dean
If you pass a lot of data through a teeny network, like 20 neurons, it’ll do what it can, but it’s not going to be very good.

Jeff Dean
In Google data centers, our energy usage throughout the year for all our computing needs is 100 percent renewable.

Jeff Dean
Deep learning is a really powerful metaphor for learning about the world.

Jeff Dean
I am concerned in general about carbon emissions and machine learning.

Jeff Dean
There’s nothing like necessity of needing to do something to cause you to come up with abstractions that help you break through the forms.

Jeff Dean
Understanding language is core to a lot of Google products such as Gmail.

Jeff Dean
Very simple techniques, when you have a lot of data, work incredibly well.

Jeff Dean
In a lot of these areas, from machine translation to search quality, you’re always trying to balance what you can do computationally with each query.

Jeff Dean
We want to build systems that can generalize to a new task. Being able to do things with much less data and with much less computation is going to be interesting and important.

Jeff Dean
There’s a lot of work in machine learning systems that is not actually machine learning.

Jeff Dean
The healthcare space is a very complicated one for a variety of reasons: It’s much more regulated than some other kinds of industries, for good reason.

Jeff Dean
We’re training Google Street View to recognize street numbers.

Jeff Dean
Deep neural networks are responsible for some of the greatest advances in modern computer science.

Jeff Dean