Technology: Breaking the Global Monopoly

Chapter 1872: End of December

What's more, Gu Qing has also pushed the exploration project to neural networks, the core technology of artificial intelligence.

"It aims to simulate the structure and function of the human brain, but not completely. For example, neurons are the basic units of neural networks, which can receive input signals, perform calculations and generate output signals, and form neural networks through connections.

The strength of the connection between neurons is the weight, which determines how the input signal affects the output of the neuron. The output of the neuron is calculated from the input signal, which requires the calculation function of the neuron - the activation function.

At the same time, we need to measure the performance of the neural network, that is, the loss function, and the goal is to minimize the error rate of the neural network.

From the very beginning, a typical application of neural networks is image and speech processing, such as image classification, speech recognition, and natural language processing.

However, with the development of technology, especially the development of our hardware, when the intelligent core module composed of carbon-based chips is able to undertake anthropomorphic computing neural networks, our final technical focus is not how to effectively train large-scale neural networks, but how to explain and interpret the learning and decision-making of the model.

…In this code example, I personally initialized the weights and biases and changed some of the function formulas. Miraculously, after multiple rounds of error reporting, the neural network algorithm will gradually correct the data. ”

The engineers and mathematicians of Jiuzhou Technology are studying tirelessly.

Artificial intelligence (AI) has already penetrated into all areas of human society. Companies and institutions outside the company have also established the theoretical framework of artificial intelligence on the basic methods of deductive logic and semantic description. However, it is impossible for humans to simulate all the conditions of a behavior, so the artificial intelligence (AI) of other companies and institutions has great limitations.

In the early stage of open source of the Gonggong intelligent operating system source code, it will be able to support smartphones, tablets, major smart screens and various IoT devices. Subsequently, the Gonggong system will be fully adapted to third-party partners, including smart homes, health instruments, travel, education and other terminals.

The huge number of users naturally brings about the world's top database.

Zhang Benyu, the head of the software engineering department of Jiuzhou Technology, hung up the phone, changed his personal status to [Studying, do not disturb], sent some messages to his assistant, threw his phone in the locker, and devoted himself to the intelligent program AI project.

Looking at the decrypted document in front of him, this senior technical executive who has worked diligently at Jiuzhou Technology for ten years is like a student, tirelessly thirsting for knowledge.

He sighed in his heart: "It is necessary to abstract a mathematical model of the problem itself in an accurate mathematical sense. If it cannot be abstracted, it will be classified as an unsolvable problem. However, after using the Kyushu language, the abstract analysis can actually be explained by abstraction. This is too bold.

The established data model designs a certain algorithm, while also including an abstract algorithm, which is simply...

Computable problems in Turing's sense are all recursive, and recursive problems are all ordered, but the human brain and real thinking often have disordered calculations. Using "measurement" to distinguish patterns can only process vectorizable data. For non-quantifiable problems, this piece of code can also be applied, which is really——"

In a study room in the underground experimental base, cheers suddenly came out.

"Cai! How did you come up with this solution?! So cool! How can it be done like this!?"

The quiet atmosphere was broken, and some of the mathematicians and engineers who were originally thinking hard frowned and looked annoyed. But some of them looked up, glanced at the source of the noise, and nodded in agreement.

Ying Shu, Li Cun, Wang You, Zhao Wei and others, the heads of Jiuzhou Technology's 6G communication engineering department, were also among the crowd.

Yingshu glanced at Zhang Benyu, who looked like he was crazy, shook his head, and swiped his right hand on the desktop very skillfully. He complained in the chat group on the virtual screen interface: "Manager Zhang seems to be crazy too. He is indeed worthy of being from Nanyun Province. He is crazy."

"It's not okay to be crazy. We used to think that to build an artificial intelligence that is healthier, smarter, and even capable of self-thinking and self-growth, we need great progress in brain cognition, neuroscience, and mathematics.

But now it seems that in addition to these science and engineering knowledge, we also need to study the Kyushu language in depth, and even study ancient oracle bone inscriptions. Manager Zhang has been in charge of the development of software and system work. He has been busy for so many years and found that the previous negligence loopholes have been filled. If it were me, I would also go crazy. "

"Looking back now, I feel a little emotional. The Rocky X2 computer and our human brain are the material basis for solving problems. In terms of intelligence and computing power, computers far exceed the human brain, but most of the problems faced by humans are unstable, complex, and even constantly changing.

The imagination and creativity shown by the brain when dealing with such problems, as well as the analysis and description of complex problems, are beyond the reach of artificial intelligence methods, but we can obtain factors for constructing new artificial intelligence from the neural network structure of the human brain.

A few years ago, the company was still working on virtual animal projects such as virtual mice and virtual cats. You know what, when the results of these virtual projects were put into the spiritual ecosystem, ordinary players didn’t notice anything wrong. "

The human brain is the focus of many scientific research projects. In the structural model of neurons, the connection between neurons is not a physical way as we generally understand it, but relies on synapses. The reactions generated in the synaptic gap between neurons constitute the wonderful evolution of the brain.

In the brain's neural network connections, different spaces correspond to different functions, and different functions produce different functions within themselves. Artificial intelligence is the interpretation and utilization of such functions.

So in this study room, in addition to mathematicians and software system engineers, there are also biologists, brain science experts specializing in the brain, technical executives from the biomedical department, and the providers of many important data - engineers from the bionic mechanical prosthesis project.

Morning class on December 20th.

Chu Ci, the person in charge of X smart terminal, opened a Taoyao very skillfully after finishing his work on the project.

After drinking Taoyao in one gulp, he wiped the corner of his mouth and walked to the podium in the conference room in high spirits.

Facing his colleagues, he did not mention the excellent sales data of X smart terminal in recent period, but directly talked about the technical difficulties and ideas in the development process of X smart terminal. "The structural connection of the brain is static, while the functional connection and effective research have the characteristics of dynamic evolution in time and space. Especially when we cooperated on the bionic mechanical prosthesis project, in some core technical documents of vision completion technology, we found that in the regional space of visual and auditory neural networks, functional connection and effective connection are different.

This effective connection is for specific tasks. In the same visual function connection space, when our brain and eyes perform different visual tasks, the effective connection of the neural network it forms is different. There are more than 10 million dynamically changing parameters in the data formula and function array alone. If it is further subdivided, this data will be over 100 million.

From this structured point of view, the neural network constructed by the bionic mechanical prosthesis project team is able to simulate structural connections, functional connections, and effective connections at the same time.

We can identify what kind of visual task the brain is performing by obtaining the activity level or activity state of a certain area. Knowing what kind of visual task it is performing, we can obtain the state of its effective connection and find out the characteristics of its effective connection in the evolution of time and space.

Find out the rules and use tangible, dynamic, non-linear relationship networks to input cognitive tasks and complete the tasks.

Of course, this process is difficult to say, but it is not easy at all to do in reality.”

  Chu Ci looked at us with emotion and continued, "At the beginning, Mr. Gu told us that we should know how the brain is optimized and where the signals of the brain network come from? And in different neural function research areas, what kind of constraints and optimizations exist for effective connections?

In fact, our X smart terminal was able to obtain a device that can detect brain data more sensitively because of some special materials obtained by landing on the moon. If it were not for the company's semiconductor technology upgrade and the support of this special device, it might take several years for the X smart terminal to meet the public.

Cognitive reasoning at the physical level can dissolve time and space and track the development trajectory of things. Another element of cognitive reasoning is at the psychological level. In short, the direction of learning is guided by the psychological state.

So in addition to brain science, we have also established a system based on real-time monitoring of systemic hormones. Humans are very amazing creatures. When the engineers in our project were conducting the analysis, some people even developed religious beliefs, and it was only after psychological treatment that they returned to normal.

However, these difficulties did not stump us. In the end, we embedded the reasoning at the physical and psychological levels into the X-terminal system of reasoning, allowing users to use the most superficial will operations in addition to voice, virtual keyboard input, and eye operation. "

Zhang Tianhao was sitting in the audience, listening to Chu Ci explaining the project technology, when he suddenly remembered the three elements of robot construction mentioned by his teacher when he was learning robotics and mecha technology.

1. Identify the features of all objects in the environment and store them in long-term memory; 2. Sort out the relationships between objects and describe their interactions; 3. Based on the behavioral model of imagination, people will imagine the consequences before taking specific actions, but machines need to analyze the various relationships between objects.

"These three elements are not only applicable to robots and mecha technology, but also have extremely obvious applications in the field of unmanned driving. It is necessary to accurately perceive the surrounding environment and drive safely under all conditions. It is necessary to be able to perform abstract environmental calculations, especially to complete memory calculations in interactive situations, and on this basis, understand the pre-movement behavior of each vehicle.

The basic mechanism of human visual attention is selective observation, followed by organizational association, integration, and encoding. The scene perception of autonomous driving technology is to provide different data obtained through sensors with various properties to deep learning, and then perform situational calculations based on long-term and short-term memory and positioning networks.

The logic of this set of technology is applied to the intelligent program AI. Although it may be biased due to the different types of data processed, it can be manually corrected..."

While thinking, Zhang Tianhao began to think about how to establish a manual correction program while listening to the lecture.

Moreover, the correction is integrated into every function formula. The workload of this project is huge. Ordinary academicians and professors simply cannot calculate it in their minds. However, Zhang Tianhao has followed Gu Qing for many years and has also experienced the Future Warrior project, so he can already multitask.

Everyone in Blue Star Global believed that after holding such an epoch-making product launch conference, Jiuzhou Technology would launch other big moves one after another.

But what no one expected was that after Jiuzhou Technology released its product, it was like the end of a drama, and the curtain fell very directly.

Online and offline promotion and marketing are still continuing, but Jiuzhou Technology has not, as in the past, worked with other partners across the country to promote and market the products on a large scale.

However, Jiuzhou Security Company has begun to move into all of Jiuzhou Technology’s direct stores, after-sales outlets, and storage centers around the world.

Security weapons and equipment, and medical rescue supplies are also fully equipped.

"Statistics show that every minute, 20 people are displaced due to war, persecution or terrorism. Currently, the number of forced displacements in the world has reached a new record high of 1.9 million.

A key factor contributing to the increase in the number of displaced persons is the displacement of indigenous households as a result of conflict in various locations..."

Shen Jun looked at the documents sent by the company headquarters, and thought of the refugee camps and displaced persons centers he had seen in this foreign country during this period. His heart couldn't help but become heavy.

Civilians bear no responsibility or fault in the conflict, yet they pay the highest price.

Having lost his home and his childhood, he has no chance to receive an education. Thinking of his own child always clamoring for snacks and being tired of studying, Shen Jun wanted to send his child to where he works now, so that this fat kid can also suffer.

But as soon as this thought came to his mind, Shen Jun's mind appeared his wife's face, and then he shook his head.

"Manager Shen, the news from the company headquarters is bad? Seeing you shaking your head, the brothers are very worried."

(End of this chapter)