Tokyo Gentleman Story

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"Sinxia, ​​in fact, you have a bright future as a chef."

Ayana and Mori are childhood sweethearts, and they speak more casually.

Of course, in terms of pure relationship, Morinia is actually closer to Yusu.

But this is not to say that the relationship between Morinka and Ayana is not very good. In fact, the relationship between the two is still good.

At this time, they ate together.

"It's not bad to try it occasionally. But if you keep cooking, it's still quite tiring." Senxia shook her head.

It has been a long time since he was responsible for cooking every day as before.

I have to say that after Xiyan, Senxia is completely dehumanized...

"How is the situation?" Senxia asked.

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

There are some algorithmic things that Ayana can do.

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

Optimization optimization, the so-called optimization, is to make the effect better when the performance is limited.

But how easy is this?

The performance of the machine itself is limited. Anyway, it is absolutely impossible to optimize PS2 to PS4.

Ayana has realized at this time that some algorithms for keying and binding bone movements can be made by computers, but due to performance issues, this approach is actually not that good.

"Hmm... higher performance configuration..." Morinya muttered.

This is still quite troublesome.

"I think there are cheap solutions." However, Ayana seemed to think of something.

"How to do it?" Senxia asked curiously.

"." Ayana said seriously.

The corners of Senxia's mouth twitched.

Because Ayana's Japanese English is simply terrible.

"Convolutional neural network is a deep learning method." After noticing Morinka's subtle gaze, Ayana replied in embarrassment, "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 it, we’d better organize it by ourselves... Well, but it’s troublesome to write the structure, I don’t do that."

"Oh, neural network, I know this."

Morinia was also surprised.

"Deep learning" is very clear to Senxia.

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

Similar to the DLSS technology that Morinia is preparing to use for game consoles, it can also be said to be a model of deep learning.

But it was not this matter that Mori Xia was surprised. He was surprised that Ayana was able to propose this technique at this time.

The latter was seen a little uncomfortable by Senxia at this time. However, at this time, both of them have already eaten, and Ayana just said this as a post-dinner talk: "Convolutional neural network is one of the representative algorithms of deep learning, you guys The Order of the Phoenix does machine deep learning, I think you should understand it?"

"Ok."

Senxia nodded.

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

In another world line, there is a famous software called waifu2X.

"Waifu" also means "wife", meaning wife. This variant is named by European and American houses to distinguish them from real-world wives. In fact, the translation of this waifu can be called "two-dimensional wife".

And waifu2X, which is an image-enlarged software based on convolutional neural networks, for two-dimensional paintings, it can enlarge the image with almost no loss of image quality, thereby obtaining a high-definition enlarged image.

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

No, it is a super-rolling type, because this kind of image magnified by the convolutional neural network algorithm can almost make a very surprising success without blurring and loss of details.

Convolutional neural networks are also called "translation invariant artificial neural networks" because this type of neural network can perform translation invariant classification.

Some people may not understand, but in fact, this is a very well-understood concept.

Basically, it is equivalent to that someone takes an item on the screen to another one on the screen by modifying the software P. This translation process is similar to this.

Of course, this is an example. Because machines are different from humans, after the picture changes, the weights corresponding to the pixels in the picture also change, which leads to a series of problems, and the brain of the machine is different from that of the human. , Actually quite troublesome.

"I once went to meet Professor Kunihiko Fukushima. The professor inspired me a lot."

"...Wait, aren't you an idol?"

Senxia suddenly shorted her head.

He remembers Ayana seems to be an idol.

According to Fukushima Kunihiko, Morinatsu actually knew it. Because he is sponsoring Fukushima Kunihiko to do some research.

As for this Fukushima Kunihiko... ahem, he has nothing to do with place names, nor is he a nuclear physicist. He is actually one of the pioneers of neural networks-and when he did his research, it was in the 1980s. This is enough to show how forward-looking the other party's research is.

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

"Because I am an idol, I have to study seriously! How can I be an idol if I don't even understand a little computer knowledge!" Ayana easily issued a speech that short-circuited Morika's brain.

"I don't want to be a programmer's idol, not a good maid?" Senxia suddenly jumped out such a strange famous line.

"That's not it!" Ayana was so angry that she wanted to kick Morinka with her foot, but Morina's side was slippery, and Ayana didn't let Ayana touch him.

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

Convolutional neural networks can do many things, for example, some people use it for bird recognition.

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

——Of course, that is a matter of another world line. As for this side, the application of this technology is promoted by Morinia.

"If we use this algorithm, we can make it a little easier." Ayana said grimly, "but you need a lot of pictures to train AI in advance."

Convolutional neural networks have a wide range of uses, and they can even have miraculous effects in physics.

Of course, although Ayana knows about convolutional neural networks, she and Mori and the author also don't understand the application of this thing in physics, so I won't show it for now.

However, as Ayana said ~www.wuxiaspot.com~ this technology can be used in this respect.

"Yes..." Senxia recalled.

Ayana seems to know this well?

Morinka is not a professional filmmaker, but Ayana's words gave Morinka a subtle feeling in her heart-should I make the best use of everything?

It's rare that Ayana's mind is so good that Morinka thought of...er...more efficient use.

...

I think there should be book friends who have used waifu2X.

This software is really powerful...

Depending on the use of convolutional neural networks, some are resource-saving, such as DLSS, but some are particularly resource-intensive, such as waifu2X.

The author just fell asleep...for now...