Deep
in sentence
3825 examples of Deep in a sentence
What I saw behind every excuse was
deep
fear, and what I learned was that to become a doctor, we have to put on our white coats, put up a wall, and hide behind it.
And the third thing I want to leave you with: If you ever come across a situation that you see as so unacceptable, I want you to dig down as
deep
as you can and find your best mother bear and go after it.
You can see it's a beautiful, shimmering steel-hard blue surface covered with thousands and thousands of crevasses, these
deep
cracks in the glacial ice up to 200 feet
deep.
When we got down to the mouth of the glacier, we found fresh snow had obscured the dozens of
deep
crevasses.
And I said, "You know, this is a little
deep.
My black guy thing is so wide and so
deep
that I can pretty much sort and figure out who that black guy is, and he was my black guy.
They used an extraordinary algorithm called
deep
learning.
Deep
learning is an algorithm inspired by how the human brain works, and as a result it's an algorithm which has no theoretical limitations on what it can do.
The New York Times also showed in this article another extraordinary result of
deep
learning which I'm going to show you now.
Everything you saw there was happening with
deep
learning.
The transcription in English was
deep
learning.
The translation to Chinese and the text in the top right,
deep
learning, and the construction of the voice was
deep
learning as well.
So
deep
learning is this extraordinary thing.
In this obscure competition from Germany called the German Traffic Sign Recognition Benchmark,
deep
learning had learned to recognize traffic signs like this one.
In 2012, Google announced that they had a
deep
learning algorithm watch YouTube videos and crunched the data on 16,000 computers for a month, and the computer independently learned about concepts such as people and cats just by watching the videos.
For example, Google announced last year that they had mapped every single location in France in two hours, and the way they did it was that they fed street view images into a
deep
learning algorithm to recognize and read street numbers.
Baidu is kind of the Chinese Google, I guess, and what you see here in the top left is an example of a picture that I uploaded to Baidu's
deep
learning system, and underneath you can see that the system has understood what that picture is and found similar images.
In fact,
deep
learning has done more than that.
Complex, nuanced sentences like this one are now understandable with
deep
learning algorithms.
Deep
learning now in fact is near human performance at understanding what sentences are about and what it is saying about those things.
Also,
deep
learning has been used to read Chinese, again at about native Chinese speaker level.
As I say, using
deep
learning is about the best system in the world for this, even compared to native human understanding.
Here is some text that I generated using a
deep
learning algorithm yesterday.
Each of these sentences was generated by a
deep
learning algorithm to describe each of those pictures.
The system being shown here can identify those areas more accurately, or about as accurately, as human pathologists, but was built entirely with
deep
learning using no medical expertise by people who have no background in the field.
We can now segment neurons about as accurately as humans can, but this system was developed with
deep
learning using people with no previous background in medicine.
With our
deep
learning algorithm, it can automatically identify areas of structure in these images.
Now, these
deep
learning systems actually are in 16,000-dimensional space, so you can see here the computer rotating this through that space, trying to find new areas of structure.
So we can again give the computer some hints, and we say, okay, try and find a projection that separates out the left sides and the right sides as much as possible using this
deep
learning algorithm.
So imagine if we can help enhance their efficiency using these
deep
learning approaches?
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