What It’s Like Being a Vampire

? As a t practitioner, and has been learning about the latest information, Xiang Kun naturally knows what the most cutting-edge and top-notch a looks like. 35xs

In the field of a, it is still dominated by deep learning and neural networks. At home and abroad, big companies such as Gouge, Penguin, Du Niang, Ali Niang, etc. have their own research directions, and they have to publish the latest progress from time to time. .

After all, most of the current research directions of a are difficult to build a good car behind closed doors. Especially for machine learning, data, computing power, and algorithms are indispensable. If there is not enough data set, no matter how sophisticated the algorithm is, and the computing power of the machine is n, it will be difficult to obtain the desired results and further implement practical applications.

In some special fields, a already has the ability to surpass or far away from human beings.

It's as if alphago has defeated the top Go players one after another. With further improvement and iteration, it may be difficult for human players to fight against them in the future, and its opponents will become other a's.

But to be honest, the one who defeated Ke Jie and other human chess players was really just A, was it just a machine?

I'm afraid the same cannot be said.

Just like Xiaoming's combat power is only 5, he wants to meet his lover Xiaohong, but he is blocked by a dragon with a combat power of 100 on the way, and he can't beat him.

So Xiao Ming returned to the village, gathered his little dwarves, and spent several years conducting various simulated confrontations against the various weaknesses and fighting styles of the giant dragon, and then created a flying sword "White Emperor Sacred Sword".

"White Emperor Holy Sword" has a combat power of 200 when fighting dragons!

So Xiao Ming who yelled "White Emperor Holy Sword Yujian follow me!" easily killed the dragon and saw Xiao Hong.

So was the dragon defeated by the "White Emperor's Holy Sword", or was Xiao Ming and his dwarf friends?

Without Xiao Ming, maybe "White Emperor Holy Sword" would be shot down when he encountered a cat with a combat power of 3, because he had never seen it in the training set~!

Last year's ert model of Gouge even won stoa results in 11 nlp tasks in the top-level machine reading comprehension test squad11, claiming to be far superior to humans in reading comprehension. Subsequently, the domestic teams of iFLYTEK, Penguin, and Ali Niang also took turns to reach the top in the squad test.

When it comes to squad20, Juhard Asian Institute, Ali Niang and other teams,

They are also constantly refreshing better results. It seems that in terms of reading comprehension, humans have been left far behind by A.

But is that really the case? a Is it really possible to have a stronger reading comprehension ability than humans? Already able to understand human thinking and ideas?

After all, the current a is still just an "advanced tool".

No matter how human it looks.

When Xiang Kun first started working on the "A Assistant Project", he had already seen the bottlenecks of machine learning and neural networks, so at the beginning, he didn't have the idea of ​​"Super A" because it was unrealistic. Thinking of doing an integration and optimization under various existing frameworks.

But later he discovered that that method still takes a lot of time and energy, and it is still not something he can easily accomplish by himself now. And since it takes so much effort, why not find a way to go one step further?

To put it bluntly, after a few mutations, he "swelled" again, holding on to twenty cents, and wanted to eat the best wonton in the world.

Because he thinks that his two cents are very valuable, it is too bad to just buy things worth ordinary two cents or even two yuan or twenty yuan.

But how?

Xiang Kun had had a "flash of inspiration" countless times, and had vaguely had an idea, but he still couldn't completely catch it, and still couldn't "emerge".

This is why he promised Zhang Qian to take over that project. He wanted to help him find "that light" again while working on other projects.

But unfortunately, it didn't help much. The framework of that project was laid out and the core was finished, but Xiang Kun's "A Assistant Project" still didn't even find the right angle to dig a hole.

Looking at the picture he drew on the screen to help him think, Xiang Kun pinched his chin with one hand and played with the Alsace he carved himself with the other.

Xiang Kun now understands:

If you want to use two cents to get two million things, you must, must have a very groundbreaking creation, it must be a brand new thing starting from the bottom, a "lever" that can move the earth.

Under the old framework, there is absolutely no way for him to do it, even if his brain is many times stronger than ordinary people or even ordinary geniuses in some fields through mutation, but so many institutions and so many big factories in the world , So many talents and teams gather together to study every day, so many devices and so much data are available to them, he alone is incomparable anyway. Since they couldn't find a breakthrough under the old framework, it was equally difficult for him alone.

But how low-level does this bottom layer have to be?

To be honest, innovation at the software level can never be separated from hardware.

Just like when the computer was first born, artificial intelligence was divided into "symbolism", "connectionism" and later "behaviorism".

"Connectionism", also known as the bionic school, advocates imitating human neurons and using the connection mechanism of neural networks to realize artificial intelligence. The hot machine learning now pursues "connectionism".

However, in the 1970s, due to reasons such as the development level of hardware and the lack of computing power, "connectionism" once fell into a trough.

Until now, the computing power of computers has advanced by leaps and bounds. Because the development of the Internet and mobile networks has brought massive big data, machine learning under "connectionism" has the most suitable growth environment, and it has begun to flourish and breed various Various platforms, algorithms, and models have been widely used in various industries and environments, and there is even a saying that "a will replace human work".

Earlier this year, Huawei released the Shengteng 910a training chip and the Shengteng 310a reasoning chip. Not long after, Ali Dharma Institute also released the Hanguang 800a reasoning chip, which is known as the world's strongest. It will allow machine learning to achieve a more extreme evolution.

In the foreseeable future, maybe thirty or twenty years, major breakthroughs will be made in the field of quantum computing, and quantum computers will begin to be applied on a large scale. At that time, it will inevitably lead to changes in the field of a, and will inevitably produce more comprehensive, complex and powerful The a model, maybe with the advancement of research on human neurons, there will be a more comprehensive "plagiarized" neural network, so as to achieve a real "super a".

But Xiang Kun can't wait until then, and he doesn't have enough money, time, or willingness to invest in hardware development and research, and he doesn't want to lay the foundation for the future, he just needs an "a assistant" who can help him now— —and one that actually helps.

Therefore, his "innovation" and his "bottom layer" can only be based on existing hardware conditions.

It sounded like he was daydreaming, but Xiang Kun really felt that he had caught a little bit of the tail, and it seemed that he was only a layer away, and he would suddenly see the light after breaking through.

Xiang Kun checked the time, it wasn't too late, so he picked up his phone, and said to Little Apple via WeChat: "Are there any arrangements for this weekend? Let your dad bring you to play, I'll make something delicious for you, by the way Take 'Bling' out to play."

"Okay! But this won't delay your time, Uncle, will it?" Little Apple's voice was obviously a little happy, but asked with some worry.

Xiang Kun replied: "There is nothing to delay, I am a freelancer now, and I arrange my working hours by myself."

After agreeing on a time for them to come and play, Xiang Kun said casually, "By the way, Little Apple, are you interested in computers?"

"Computers? I only know a little bit. When I was in a school for the blind, I took some courses, such as the basic structure of computers. I don't really understand the details." Little Apple said truthfully.

"How about I teach you? As you know, computers, especially a, are widely used in a wide range of fields. In the future, there may be a for interpreting 'bird language', which can help you understand the habits of various animals. You can learn and understand, maybe you will be interested?" Xiang Kun continued to guide.

"But I don't have any foundation, I should learn by myself first..."

"No, I can teach you from the beginning. Ask me anything you don't understand." Xiang Kun said firmly.

Then he began to use simple and easy-to-understand language to popularize computer knowledge starting from hardware to Little Apple, even including how the PU works, what the principle is, and how to use semiconductors to form gate circuits.

I have to say that Little Apple is really a good student, especially after Xiang Kun mentioned the application of computer a in ornithology and zoology in the future, it somewhat aroused her interest and made her willing to learn.

Moreover, Little Apple's IQ is quite high. Although many of Xiang Kun's statements are as simple and easy to understand as possible, after all, there are no real objects and they are relatively abstract, but Little Apple can understand them very quickly. You can understand immediately after asking a few words.

It was almost eleven o'clock, and after feeling tired and sleepy in Little Apple's voice, Xiang Kun ended the "class" on his own initiative, and said that if he had any questions, he could just leave him a message on WeChat and continue tomorrow.

After finishing talking with Little Apple, Xiang Kun started to pick up the pile of boxwood wood at home - he went out once last week. In addition to replenishing rabbits, he also found a pile of boxwood wood of different sizes from old sources for backup.

At this time, these woods came in handy. Xiang Kun was going to carve them into some accessories in the computer, and then use the emotional modes of "interest" and "focus" to carry out "emotional injection".

Before the end of this week, he just had to complete a blood drinking period, when these "emotional infusion" items would just take effect.

During this period of time, Xiang Kun basically sensed Little Apple's "Little Yellow Man Woodcarving" every two days, guiding her to dream, and then "observed" in the dream.

At the very beginning, after he left Little Apple's dream, the things that he could use Little Apple's special cognitive model to build a cognitive model were only things that had appeared in Little Apple's dream, or had been touched or heard by Little Apple.

However, after drinking blood twice and mutating and evolving twice, this cognitive mode has faintly become Xiang Kun's ability.

It was as if the software was only installed before, but there was a hardware conflict on the machine, so the software could only be run on the server—Little Apple’s dreamland, but now after the upgrade, his own "hardware" has also begun to adapt.

Of course, compared to Little Apple's cognitive model, it is still difficult for him to establish that special cognitive model for any item. He can only have a very general feeling, mixed with his original cognition, It seemed a little confusing.

Xiang Kun's "flash of inspiration" when he was working on his "Assistant A Project" before, in addition to the ideas that emerged based on his own mutation process and mutation model, there were also those special cognitive models obtained in Little Apple's dream .

He had a vague idea of ​​combining the two "things", but he couldn't find a good entry point. After all, no matter whether it is the mutation of himself or the special cognitive model from Little Apple, he himself has not fully figured out what is going on, and it is a state of being in a state of being ineffective.

So now he wants to guide Little Apple to learn computer-related knowledge, and then use her special cognitive method to build a cognitive model of the computer's operating mode. Xiang Kun then borrowed Little Apple's dream to perceive the model and see if he could get any inspiration.

Compared to continuing to think about it, Xiang Kun thought that this method might be more worth looking forward to.

What's more, he really likes Little Apple, and if he can teach her some computer knowledge, maybe it will be useful in the future, right? After all, it is the information age.

On the weekend, I enjoyed a feast prepared by Xiang Kun at his home, played with "Golden Sparkle" for a while, and was enthusiastically tutored by Xiang Kun for several hours in computer-related knowledge, and gave a bunch of "Golden Sparkle" that he recorded himself. Audio teaching materials", after getting three very special woodcarving works, Apple and his father Li Yang got on the bus to go home.

"Uncle Xiang's dishes are even more delicious than last time!" Little Apple said regretfully, "It's a pity that Uncle Xiang and us are not in the same city, otherwise we could have a free meal from time to time, hehe."

"Why didn't I see before that you are so greedy?" Li Yang looked at his daughter and smiled.

"Who doesn't like delicious food!" said Little Apple, carefully touching a wooden box in his hand, and said, "And these wood carvings also feel very powerful, those 'capacitors' are so small, and the circuits are so thin, Uncle Xiang can carve traces, which is really amazing."

The wooden box Xiang Kun gave her contained three pieces of wood carvings of different sizes, which were scaled down wood carvings of the motherboard, PU, ​​and memory - it wasn't that Xiang Kun was reluctant to carve a 1:1 size one, but that he couldn't find it for a while. Such a large piece of wood.

When Little Apple was at Xiang Kun's house, Xiang Kun deliberately dismantled a mainframe that he had bought for a project, and guided Little Apple to touch the motherboard, pu and other internal components of the computer with his own hands, and followed up with them in detail. She introduced where the place she touched and what its function was, compared with what he had taught her on WeChat before.

Looking at the wooden box in Little Apple's hand, Li Yang also sighed a little: "Xiang Kun is indeed a good person, you can feel that he really wants to teach you computer knowledge."

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