You say you have an iron will, are you serious?
Chapter 116 Large Model Report!
Chapter 116 Large Model Report!
"...a major direction of artificial intelligence is big data intelligence. Research on new methods that combine data-driven and knowledge-guided methods, cognitive computing theories and methods with natural language understanding and image graphics as the core, comprehensive deep reasoning and creative artificial intelligence Intelligence theories and methods, basic theories and frameworks for intelligent decision-making under incomplete information, data-driven general artificial intelligence mathematical models and theories, etc.”
"After years of evolution, the next ten or 20 years will be a new era for artificial intelligence!"
“Especially with the promotion of 3G and the upcoming 4G technology, the mobile Internet will sweep the world, integrating big data, supercomputing, sensor networks, brain science and other new theories and technologies, as well as driven by the strong demand for economic and social development. Artificial intelligence will accelerate its development, showing new features such as deep learning, cross-border integration, human-machine collaboration, open group intelligence, and autonomous control..."
Looking at the report handed in by Zhao Mo, Professor Yao fell silent, with an unprecedented solemn look on his face.
Especially the words at the end of the report made him even more stunned. He couldn't help but murmur: "In an era of great competition, technology comes first. The strong will become stronger, and the weak will perish. In a world where artificial intelligence is about to explode. On the eve of the night, we must take action in advance, give full play to our country’s advantage of concentrating its efforts on big things, and make arrangements in advance...to lead from point to point, reshape thousands of industries, and strive to promote our country to an intelligent manufacturing power in 2025!"
When he asked Zhao Mo to make a report, he really believed that the "large model theory" proposed by Zhao Mo was of great research value and was a cutting-edge theory that had never been seen in the computer field.
But he never expected that Zhao Mo's report was not only submitted quickly, but also very well written, and even unexpectedly high-level, making him feel like he was reading a central policy development planning notice.
In this report, there were many novel theories and many vocabulary words that were so unfamiliar that it took him a while to understand them.But after reading this report, he seemed to see the future prospects of Chinese society. It was a prosperous scene. Artificial intelligence penetrated into various industries, greatly improving productivity, liberating productivity, and liberating people's minds and bodies.
"Well written!"
Professor Yao praised one sentence, but felt that one compliment was not enough to express the excellence of this report, so he couldn't help but praise two more sentences in a row: "Well written! Well written!"
There are new ideas, new technologies, new heights, and bright prospects. He believes that everyone who reads this report will be very tempted and can’t wait to find ways to turn these into reality.
In particular, this report is written from a national perspective. It is a rare reference for countries around the world where the development of artificial intelligence is still in chaos.
Seeing Professor Yao's praise, Zhao Mo quickly asked: "If I submit the application now, how long will it take for it to be approved?"
Professor Yao listened to this and said with laughter: "You, you, I just praised you, and you just said these stupid things, how can you just stand up and ask for it? Don't worry, I will report it soon, but if you need approval, at least It’s going to be the second half of the year.”
Zhao Mo was immediately disappointed: "Can't we do something special?"
Professor Yao asked curiously: "Are you anxious?"
Zhao Mo coughed and waved his hands quickly: "I just want to get the results out quickly, like weather forecasts, earthquake forecasts, etc. If we get them done earlier, it will benefit the people sooner."
"That's not a bad thing to say."
Professor Yao smiled, and then said: "I am going to apply for a major project of the Ministry of Science and Technology, and I will urge them to review it quickly, but don't hold out too much hope. However, once I coordinate the resources, we can do the work in advance, and There is no need to wait for the special project to be officially approved. I believe that the special project will definitely be approved. This is so important."
"Can it still be like this? That would be great~"
Zhao Mo said happily that the investment this time was not small. If it could be funded by the state, I believe it would not be difficult to do it.If it were done by private individuals or companies, the investment would be too great.
If we want to bring out the true effect of large models, if nothing else, the use of supercomputers alone is an astronomical figure.
Zhao Mo originally wanted to do this by himself, but after calculation, he found that it is not realistic at present. The main reason is that the investment is too high, and his current small body is simply not good enough.
If you don't have billions or even billions of funds, there is no need to think about it, because in addition to hardware investment, subsequent training investment is also very huge.
In addition to money, a large number of manpower, high-end talents and tool people are also needed.
After returning home, Zhao Mo began to make preparations, mainly writing reports, absorbing some future model reports, and writing out the characteristics and performance of large models for reference in subsequent research and development.
"... For a large model, one is to be large and can absorb massive amounts of data, tens of billions or even hundreds of billions; the second is that the network structure must be strong so that it can truly unleash the performance of the model; the third is that it must have excellent generalization capabilities , can truly be applied to work scenarios in all walks of life~"
While writing this report, Zhao Mo also thought about the future of this research result.
He himself estimates that the third point of generalization ability is difficult to achieve, because the development of artificial intelligence so far is not as mature as it was later, and some technologies have not yet made breakthroughs.In addition, considering that universities and public institutions are still the main body to conduct this research, there is a serious lack of ability to implement the research.
Thinking about those high-tech companies later, many companies established by universities and public institutions eventually disappeared, and many were hollowed out and became private companies. Anyway, there were various problems.
On the contrary, a certain person who was a private company from the beginning successfully broke out and became a real high-tech enterprise and domestic star in China.
"Forget it, don't think about this anymore. This time is also to complete the task. How effective it can be depends on fate. You can also bring someone in. By then, this research topic can turn into a sky full of stars and become a nourishing Chinese artificial intelligence Nutrients for the rise of intelligence, that can be considered accomplished.”
Zhao Mo quickly shook his head and stopped thinking about the future. He would do it first and then talk about it.
Scattered into a sky full of stars, it is also a single spark that can start a prairie fire!
On the other side, after he returned, Professor Yao looked at the report and was lost in thought for a while, then got up and left the office.However, he did not go to the Ministry of Science and Technology to find someone to apply for the project. Instead, he first went to the principal, Academician Gu.
"Please read this report~"
In Academician Gu's office, Professor Yao handed over the report directly after entering.
The two are one year apart, both are academicians, and have a relatively good relationship. They don't talk so politely. "What report do you want me to see?"
Academician Gu asked curiously, but still subconsciously accepted the report.
Professor Yao signaled: "You read it first and then talk after you finish it."
"it is good!"
Academician Gu nodded and then carefully read the report.
"Pre-research report on large artificial intelligence models?"
As soon as he read the title, Academician Gu was a little stunned. He knew about artificial intelligence and the importance of this thing. This was the reason why he invited Professor Yao to create the Yao class in Wudaokou.
The word "large model" has a literal meaning, and it should refer to a very large model.
However, this was the first time he saw the combination of artificial intelligence + large models, and he was a little confused. Can this artificial intelligence make models?
Looking back, he gradually understood what this thing was.
Artificial intelligence cannot be realized in the short term, so we need to get closer gradually. A large model is a thing that combines the advanced concepts of current neural networks and deep learning. It is similar to a central brain. It learns through huge amounts of data and then becomes an autonomous model. "Strong artificial intelligence" that learns, continues to grow, and can replace many scenarios in production and life.
Then, he was surprised. Before he finished reading the report, he looked up at Professor Yao. The surprised look on his face seemed to ask Professor Yao if this was true?
Professor Yao nodded towards him and motioned for him to continue reading.
Academician Gu then continued to look back.
Soon, the surprised expression on his face turned serious and dignified.
Especially when he saw the report describing how the "artificial intelligence large model" can profoundly change the world, improve productivity, and liberate productivity, and that our country must lay out these contents in advance, he couldn't sit still and couldn't help but clap his hands. He cheered: "Well said!"
He read the report a little slowly, and it took him half an hour to finish reading it.
"Who wrote this report?"
While asking Professor Yao, he turned to the front to see who the author was, but found that it was not written.
Professor Yao couldn't help laughing and said: "It's Zhao Mo~"
Academician Gu was so surprised that he couldn't help but stand up and said, "Is it him?"
"Yes!"
Professor Yao nodded, then explained the cause and effect of the matter, and finally said: "I didn't expect that he could write such a report. I still underestimated his understanding of the field of artificial intelligence."
Academician Gu shook his head and said with emotion: "I must have underestimated him~"
After saying that, he couldn't help but laugh again and joked: "Speaking of which, haven't you always wanted him to transfer to your Yao class? Now, are you thinking even more?"
To his surprise, he thought Professor Yao would say yes, but after hearing what he said, Professor Yao shook his head and said, "I no longer have this idea."
Academician Gu was stunned: "Why did you change your mind?"
Professor Yao smiled slightly and replied: "It doesn't matter where he is, he will shine wherever he is. So, there is no need to restrain him and let him develop freely. I think this will allow him to achieve more results." .”
Academician Gu savored these words carefully, then nodded slowly and said, "You are right."
"Let's talk about this topic. I want to apply for a major project in the name of our Wudaokou, and at the same time, we will cooperate with some universities and related enterprises and institutions to work on this topic together. I have a hunch that the results of this topic will be produced soon."
Professor Yao changed the topic and said.
"That's what I mean too!"
Academician Gu smiled and then asked, "But do you have time to do this topic?"
Professor Yao replied affirmatively: "This is too important, let me do it. In addition, we are negotiating with other people, but Zhao Mo must join in."
Academician Gu laughed loudly and said: "That's for sure, no one can be without him~"
(End of this chapter)
"...a major direction of artificial intelligence is big data intelligence. Research on new methods that combine data-driven and knowledge-guided methods, cognitive computing theories and methods with natural language understanding and image graphics as the core, comprehensive deep reasoning and creative artificial intelligence Intelligence theories and methods, basic theories and frameworks for intelligent decision-making under incomplete information, data-driven general artificial intelligence mathematical models and theories, etc.”
"After years of evolution, the next ten or 20 years will be a new era for artificial intelligence!"
“Especially with the promotion of 3G and the upcoming 4G technology, the mobile Internet will sweep the world, integrating big data, supercomputing, sensor networks, brain science and other new theories and technologies, as well as driven by the strong demand for economic and social development. Artificial intelligence will accelerate its development, showing new features such as deep learning, cross-border integration, human-machine collaboration, open group intelligence, and autonomous control..."
Looking at the report handed in by Zhao Mo, Professor Yao fell silent, with an unprecedented solemn look on his face.
Especially the words at the end of the report made him even more stunned. He couldn't help but murmur: "In an era of great competition, technology comes first. The strong will become stronger, and the weak will perish. In a world where artificial intelligence is about to explode. On the eve of the night, we must take action in advance, give full play to our country’s advantage of concentrating its efforts on big things, and make arrangements in advance...to lead from point to point, reshape thousands of industries, and strive to promote our country to an intelligent manufacturing power in 2025!"
When he asked Zhao Mo to make a report, he really believed that the "large model theory" proposed by Zhao Mo was of great research value and was a cutting-edge theory that had never been seen in the computer field.
But he never expected that Zhao Mo's report was not only submitted quickly, but also very well written, and even unexpectedly high-level, making him feel like he was reading a central policy development planning notice.
In this report, there were many novel theories and many vocabulary words that were so unfamiliar that it took him a while to understand them.But after reading this report, he seemed to see the future prospects of Chinese society. It was a prosperous scene. Artificial intelligence penetrated into various industries, greatly improving productivity, liberating productivity, and liberating people's minds and bodies.
"Well written!"
Professor Yao praised one sentence, but felt that one compliment was not enough to express the excellence of this report, so he couldn't help but praise two more sentences in a row: "Well written! Well written!"
There are new ideas, new technologies, new heights, and bright prospects. He believes that everyone who reads this report will be very tempted and can’t wait to find ways to turn these into reality.
In particular, this report is written from a national perspective. It is a rare reference for countries around the world where the development of artificial intelligence is still in chaos.
Seeing Professor Yao's praise, Zhao Mo quickly asked: "If I submit the application now, how long will it take for it to be approved?"
Professor Yao listened to this and said with laughter: "You, you, I just praised you, and you just said these stupid things, how can you just stand up and ask for it? Don't worry, I will report it soon, but if you need approval, at least It’s going to be the second half of the year.”
Zhao Mo was immediately disappointed: "Can't we do something special?"
Professor Yao asked curiously: "Are you anxious?"
Zhao Mo coughed and waved his hands quickly: "I just want to get the results out quickly, like weather forecasts, earthquake forecasts, etc. If we get them done earlier, it will benefit the people sooner."
"That's not a bad thing to say."
Professor Yao smiled, and then said: "I am going to apply for a major project of the Ministry of Science and Technology, and I will urge them to review it quickly, but don't hold out too much hope. However, once I coordinate the resources, we can do the work in advance, and There is no need to wait for the special project to be officially approved. I believe that the special project will definitely be approved. This is so important."
"Can it still be like this? That would be great~"
Zhao Mo said happily that the investment this time was not small. If it could be funded by the state, I believe it would not be difficult to do it.If it were done by private individuals or companies, the investment would be too great.
If we want to bring out the true effect of large models, if nothing else, the use of supercomputers alone is an astronomical figure.
Zhao Mo originally wanted to do this by himself, but after calculation, he found that it is not realistic at present. The main reason is that the investment is too high, and his current small body is simply not good enough.
If you don't have billions or even billions of funds, there is no need to think about it, because in addition to hardware investment, subsequent training investment is also very huge.
In addition to money, a large number of manpower, high-end talents and tool people are also needed.
After returning home, Zhao Mo began to make preparations, mainly writing reports, absorbing some future model reports, and writing out the characteristics and performance of large models for reference in subsequent research and development.
"... For a large model, one is to be large and can absorb massive amounts of data, tens of billions or even hundreds of billions; the second is that the network structure must be strong so that it can truly unleash the performance of the model; the third is that it must have excellent generalization capabilities , can truly be applied to work scenarios in all walks of life~"
While writing this report, Zhao Mo also thought about the future of this research result.
He himself estimates that the third point of generalization ability is difficult to achieve, because the development of artificial intelligence so far is not as mature as it was later, and some technologies have not yet made breakthroughs.In addition, considering that universities and public institutions are still the main body to conduct this research, there is a serious lack of ability to implement the research.
Thinking about those high-tech companies later, many companies established by universities and public institutions eventually disappeared, and many were hollowed out and became private companies. Anyway, there were various problems.
On the contrary, a certain person who was a private company from the beginning successfully broke out and became a real high-tech enterprise and domestic star in China.
"Forget it, don't think about this anymore. This time is also to complete the task. How effective it can be depends on fate. You can also bring someone in. By then, this research topic can turn into a sky full of stars and become a nourishing Chinese artificial intelligence Nutrients for the rise of intelligence, that can be considered accomplished.”
Zhao Mo quickly shook his head and stopped thinking about the future. He would do it first and then talk about it.
Scattered into a sky full of stars, it is also a single spark that can start a prairie fire!
On the other side, after he returned, Professor Yao looked at the report and was lost in thought for a while, then got up and left the office.However, he did not go to the Ministry of Science and Technology to find someone to apply for the project. Instead, he first went to the principal, Academician Gu.
"Please read this report~"
In Academician Gu's office, Professor Yao handed over the report directly after entering.
The two are one year apart, both are academicians, and have a relatively good relationship. They don't talk so politely. "What report do you want me to see?"
Academician Gu asked curiously, but still subconsciously accepted the report.
Professor Yao signaled: "You read it first and then talk after you finish it."
"it is good!"
Academician Gu nodded and then carefully read the report.
"Pre-research report on large artificial intelligence models?"
As soon as he read the title, Academician Gu was a little stunned. He knew about artificial intelligence and the importance of this thing. This was the reason why he invited Professor Yao to create the Yao class in Wudaokou.
The word "large model" has a literal meaning, and it should refer to a very large model.
However, this was the first time he saw the combination of artificial intelligence + large models, and he was a little confused. Can this artificial intelligence make models?
Looking back, he gradually understood what this thing was.
Artificial intelligence cannot be realized in the short term, so we need to get closer gradually. A large model is a thing that combines the advanced concepts of current neural networks and deep learning. It is similar to a central brain. It learns through huge amounts of data and then becomes an autonomous model. "Strong artificial intelligence" that learns, continues to grow, and can replace many scenarios in production and life.
Then, he was surprised. Before he finished reading the report, he looked up at Professor Yao. The surprised look on his face seemed to ask Professor Yao if this was true?
Professor Yao nodded towards him and motioned for him to continue reading.
Academician Gu then continued to look back.
Soon, the surprised expression on his face turned serious and dignified.
Especially when he saw the report describing how the "artificial intelligence large model" can profoundly change the world, improve productivity, and liberate productivity, and that our country must lay out these contents in advance, he couldn't sit still and couldn't help but clap his hands. He cheered: "Well said!"
He read the report a little slowly, and it took him half an hour to finish reading it.
"Who wrote this report?"
While asking Professor Yao, he turned to the front to see who the author was, but found that it was not written.
Professor Yao couldn't help laughing and said: "It's Zhao Mo~"
Academician Gu was so surprised that he couldn't help but stand up and said, "Is it him?"
"Yes!"
Professor Yao nodded, then explained the cause and effect of the matter, and finally said: "I didn't expect that he could write such a report. I still underestimated his understanding of the field of artificial intelligence."
Academician Gu shook his head and said with emotion: "I must have underestimated him~"
After saying that, he couldn't help but laugh again and joked: "Speaking of which, haven't you always wanted him to transfer to your Yao class? Now, are you thinking even more?"
To his surprise, he thought Professor Yao would say yes, but after hearing what he said, Professor Yao shook his head and said, "I no longer have this idea."
Academician Gu was stunned: "Why did you change your mind?"
Professor Yao smiled slightly and replied: "It doesn't matter where he is, he will shine wherever he is. So, there is no need to restrain him and let him develop freely. I think this will allow him to achieve more results." .”
Academician Gu savored these words carefully, then nodded slowly and said, "You are right."
"Let's talk about this topic. I want to apply for a major project in the name of our Wudaokou, and at the same time, we will cooperate with some universities and related enterprises and institutions to work on this topic together. I have a hunch that the results of this topic will be produced soon."
Professor Yao changed the topic and said.
"That's what I mean too!"
Academician Gu smiled and then asked, "But do you have time to do this topic?"
Professor Yao replied affirmatively: "This is too important, let me do it. In addition, we are negotiating with other people, but Zhao Mo must join in."
Academician Gu laughed loudly and said: "That's for sure, no one can be without him~"
(End of this chapter)
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