"Mori Xia, in fact, you have a great future as a chef. ”

Ayana and Mori Xia are childhood sweethearts, and everyone talks more casually.

Of course, in terms of pure relationship, Senxia's side is actually closer to Arisu.

But that's not to say that the relationship between Mori Natsu and Ayana is not good. In fact, the relationship between the two is still good.

And at this time, they eat together.

"It's good to try once in a while. But if you cook all the time, it's still quite tiring. Senxia shook her head.

It's been a long time since he's been in charge of cooking every day like he used to.

I have to say that after having Xiyan, Senxia's whole person has become a waste......

"How's it going?" asked Senxia.

"Algorithms can be optimized. But if you want to use cheap equipment, the performance of the machine itself is quite troublesome. It's not easy to cut out and calculate images in real time. ”

There are some algorithmic things that Ayana can do.

But there is also a saying that it is difficult for a good woman to cook without rice.

Optimization optimization, the so-called optimization, is to make the effect better in the case of limited performance.

But how easy is that?

The performance of the machine itself is limited, and in any case, it is absolutely impossible to optimize the PS2 to the PS4.

At this time, Ayana had realized that some algorithms for keying and binding bone movements could be done by computers, but due to performance and other issues, this approach was actually not so good.

"Hmm...... Higher performance configurations......" Mori Xia muttered.

It's still quite troublesome.

"Cheap solutions, I think there are still them. Ayana, however, seemed to have something in mind.

"How?" asked Senxia curiously.

“Convolutional_Neural_Networks。 Ayana spoke earnestly.

The corners of Senxia's mouth twitched.

Because of Ayana's Japanese-style English, it's just terrible.

"Convolutional neural networks are a method of deep learning. After noticing the subtle gaze from Mori Xia's side, Ayana embarrassedly added, "In order to reduce the pressure on the terminal, we can use this method to cut out the picture." Well, of course, if we need to, we'd better organize our own...... Hawkers, but it's a hassle to write architecture, so I don't do that. ”

"Oh, neural networks, I know that. ”

Mori Xia was also surprised.

"Deep learning" is very clear about Senxia.

Because in the future, this technology is the wave of the world.

DLSS technology similar to the one that Senxia is preparing to use for game consoles can also be said to be a model for deep learning.

However, Mori Xia was not surprised by this matter, he was surprised that Ayana was able to propose this technique at this time.

The latter was a little uncomfortable at this time by Senxia. But at this time, the two of them had already eaten, and Ayana said this matter as an after-dinner conversation: "Convolutional neural network is one of the representative algorithms of deep learning, Sen Xiajun, you Phoenix Society do machine deep learning, I think you should be able to understand, right?"

"Hmm. ”

Senxia nodded.

Ordinary people may not know, but another part of their own netizens have more or less been exposed to this algorithm.

In another world line, there is a well-known software called waifu2X.

"Waifu" means "wife", and this variant was named by European and American otaku in order to distinguish their wives from the real world. In fact, this waifu can be called "two-dimensional wife" when translated.

And waifu2X, which is a software based on convolutional neural network to enlarge the image, can enlarge the picture with almost no loss of image quality for two-dimensional paintings, so as to obtain a high-definition enlarged picture.

Compared to today's technology, this amplification is simply crushing.

No, it's super-crushing, because this kind of image, which is amplified by a convolutional neural network algorithm, can be almost amazingly successful without blurring and losing detail.

Convolutional neural networks are also known as "translationally invariant artificial neural networks" because they are capable of translational invariant classification.

Some people may not understand it, but in fact, it is also a very good concept.

Basically, it is equivalent to, someone uses the modification software P image on the screen to another picture, and this translation process is similar to this.

Of course, this is an example. Because machines are different from people, after the picture changes, the weight corresponding to the pixels in the picture will also change, which leads to a series of problems, and the brain of the machine is not the same as that of humans, and it is actually quite troublesome to do this kind of operation.

"I have been to see Professor Kunihiko Fukushima and he has been very inspiring. ”

“…… Wait, aren't you an idol?"

Mori Xia's head suddenly short-circuited.

He remembered that Ayana seemed to be an idol.

Kunihiko Fukushima's words, Mori Xia actually knows. Because he is sponsoring Kunihiko Fukushima to do some research.

As for this Kunihiko Fukushima...... Ahem, he has nothing to do with place names, and he's not a nuclear physicist, he's actually one of the pioneers of neural networks — and when he did it, it was in the '80s, which shows how forward-thinking the other side's research was.

But what Mori Xia cares more about is that Ayana actually knows someone?

"It's because I'm an idol that I have to study hard! I don't even know a little bit of computer knowledge, so how can I be an idol!" Ayana easily made a statement that short-circuited Mori Xia's brain.

"An idol who doesn't want to be a programmer, isn't it a good maid?" Sen Xia suddenly popped up with such a strange famous line.

"Not really!" Ayana was so angry that she wanted to kick Mori Xia with her foot, but Mori Xia was slippery here, but she didn't let Ayana touch half a point.

"Don't talk about that. My consciousness is that the application of convolutional neural networks in image recognition is very promising. ”

Convolutional neural networks can do a lot of things, for example, for bird recognition.

In fact, convolutional neural networks can also be said to be one of the core algorithms in the field of image recognition in the future, and have stable performance when learning a large amount of data.

- Of course, that's a matter of another world line. As for this side, the application of this technology is promoted by Senxia.

"If we go through this algorithm, we can make it a little simpler. Ayana said angrily, "But you need a lot of images to train the AI beforehand." ”

Convolutional neural networks are very versatile, and they can even work wonders in physics.

Of course, although Ayana understands convolutional neural networks, she, Mori Natsu and the author also don't understand the application of this thing in physics, so I won't list it for the time being.

However, as Ayana said, this technique can be used in this regard.

"yes...... "Mori Xia came back to his senses.

Ayana seems to know a lot about this, too?

Mori Xia is not a professional in film and television, but Ayana's words gave Sen Xia a subtle feeling in her heart - should I make the best use of it?

It's rare that Ayana's brain is so good, and Mori Xia thought of it in an instant...... Belch...... A more efficient way to use it.

……

For those of you who have used waifu2X, I think there should be one.

This software is really super powerful......

Convolutional neural networks are resource-efficient, such as DLSS, but some are particularly resource-intensive, such as waifu2X, depending on the use.

The author-kun just fell asleep...... For the time being, a change ......

。 Writing Chinese Network M.