I am a great scientist
Chapter 51 The Dilemma of Intelligence
Chapter 51 The Dilemma of Intelligence
At this moment, Professor Fang had the same feelings as Chen Jianbin, Wang Quan, and Liu Qiang. He was shocked by Zhou Xing's learning ability, and was overwhelmed by Zhou Xing's ability to answer so many "difficulties". Observation, and his powerful comprehension ability.
When answering his questions, Zhou Xing understood everything, and from time to time, he drew inferences from one instance and brought up various unique viewpoints, which was refreshing.
Zhou Xing has a very good foundation in the field of intelligence, and the content of the study is very complicated. Professor Fang sometimes has to think for a long time before he can answer his questions. The breakthrough, this feeling made him both distressed and happy, and he couldn't stop feeling.
Watching his wife go out, Professor Fang greeted Zhou Xing and said, "Sit down! Let's continue with the question just now.
"Yeah!" Zhou Xing nodded and sat down quickly, listening carefully.
Professor Fang continued the question that was interrupted just now, and continued to explain. "BP networks can learn and persist open input and output mappings, . . . "
"Understood, the weights and thresholds of the network are constantly adjusted through directional propagation, and the sum of squared errors is minimized, ..., but this calculation mode has refutation and fuzzy calculation strategies!" Zhou Xing frowned, feeling that something was wrong say:
"That's right! There is indeed a conflict between the precise network computing model and the fuzzy computing model. Alas! The field of intelligence is too complicated. I have just started majoring in intelligence science and technology for a few years. I just studied it longer than you and know more; In addition to the use of computer science, the field also involves information, control, automation, bionics, biology, psychology, mathematical logic, language, philosophy..., and many other disciplines; is artificial intelligence simulated from a psychological or neurological aspect? Or is it like a bird? Human biology is irrelevant to artificial intelligence research as biology is to aerospace engineering? Can intelligent behavior be described by simple principles (such as logic or optimization)? Many issues are highly controversial, and so far there is no unified Principles and paradigm guidance are available for research, and it is very difficult to make a breakthrough!" Professor Fang's face changed slightly, and he sighed exhaustedly:
"Professor, don't underestimate yourself, and don't be discouraged. There are no scientific research results that can be achieved in one click. As long as we keep climbing, we will break through the field of intelligence one day!" Zhou Xing comforted with confidence:
Hearing Professor Fang's emotion, Zhou Xing became more and more determined about the research direction of the task paper.
In the field of inconclusive intelligence, researchers will pay more attention to information collection and the birth of new theories. If he can write a high-quality paper, then this task is 100% a problem.
The only question now is, from which aspect should intelligence research be carried out?
The mainstream idea in the field of intelligence is to endow machines with the ability to learn, think, and create, which is the real 'intelligence'.
"Machine Learning" is based on "Statistics", "Information Theory" and "Cybernetics", including other non-mathematical subjects.This type of "machine learning" is very dependent on "experience".Computers need to continuously acquire knowledge and learn strategies from the experience of solving a class of problems. When encountering similar problems, they use empirical knowledge to solve problems and accumulate new experiences, just like people learn.
However, how to endow the machine with the ability to think and imagine, how to generate the "inspiration" or "epiphany" of human beings in certain situations!As long as the storage space is large enough, the machine can learn countless knowledge, but it needs to change directly from "quantity" to "quality", and jump from a simple "concept" to another complex "concept".
Zhou Xing couldn't help but fell into deep thought.
Mathematics, languages, ..., things that can be given to computers.
Thinking over and over again, Zhou Xing grasped these two variables, thinking about how to use them to endow the computer with the ability to 'think', and vaguely grasped a glimmer of inspiration, but it was still wrapped in a veil, and Zhou Xing hadn't waited for it. Xing 'see' clearly its appearance, and it hides mischievously in the mist.
"Yes, scientific research is not done in one go. You, if you have any questions, continue to ask! Let's see if I can help you solve all the problems in one go today." Professor Fang looked at Zhou Xing appreciatively, and expressed his attitude towards his study. Very satisfied, proudly said:
Zhou Xing woke up from his contemplation, the look of regret on his face flashed away, unfortunately, the point of 'inspiration' that broke out just now was called out by Professor Fang, and disappeared.
"Okay, professor!" Zhou Xing nodded happily, and continued to ask questions: "I have designed an automation software, the function is to realize automatic testing,..., identify objects,..., error occurs when the script is played back,...."
"Well, for this question, the key point is that you are dealing with environment variables..." Professor Fang thought for a while before answering Zhou Xing:
"..."
Soon, the old and the young continued the pattern of question and answer.
time flies.
After a while, Chen Yi, who was shopping for vegetables, came back, looked at a young and old couple who were talking and listening, smiled wryly, and hurried back to the kitchen to cook.
Another hour passed.
Chen Yi finished the meal, set up a table full, and went to the hall, where the two were still talking non-stop.
Well, Professor Fang met a bosom friend and talented person today, and he talked for so long, and he forgot to eat or sleep even after the meal was almost over.
"Okay, old Fang, it's time to take a break! It's all over, you have a small appetite, and the young man must be starving!" Chen Yi looked at Professor Fang with a look of disgust, and woke up:
Hearing this, Professor Fang glanced at the electronic wall clock on Qiang, and the time of the electronic clock showed: 19:37.
Professor Fang smiled apologetically at Zhou Xing, stood up, and greeted warmly: "It's all ordered, let's go, let's go to eat, and continue after eating."
"Okay! Professor." Zhou Xing looked at Professor Fang gratefully, then stood up and walked to the dining table.
"Come, come, Xiaoxing sits here." Chen Yi warmly greeted Zhou Xing, and sat next to her:
"Thank you, teacher's wife!" Zhou Xing thanked gratefully:
"Young man, you're welcome. We are the old couple to eat on weekdays. It's rare for someone to accompany us to eat. Since you and Lao Fang are so close, you can treat yourself as your own family in the future, and you can often come to eat." Chen Yi said happily:
"That's right, your level of knowledge has far surpassed that of your classmates, and your learning progress is different. If you encounter any problems in the future, feel free to come to me!" Professor Fang looked at Zhou Xing and said seriously:
"Yes, it will be fine if you don't find me annoying!" Zhou Xing looked at Professor Fang wishing for it, and said shyly:
"Haha! No, no, I have gained a lot today!" Professor Fang shook his head and said with a hearty laugh:
"Okay, you two, don't talk about this, the food is cold, eat quickly!"
"Yes, yes, move your chopsticks! Xiaoxing, you're welcome!"
(End of this chapter)
At this moment, Professor Fang had the same feelings as Chen Jianbin, Wang Quan, and Liu Qiang. He was shocked by Zhou Xing's learning ability, and was overwhelmed by Zhou Xing's ability to answer so many "difficulties". Observation, and his powerful comprehension ability.
When answering his questions, Zhou Xing understood everything, and from time to time, he drew inferences from one instance and brought up various unique viewpoints, which was refreshing.
Zhou Xing has a very good foundation in the field of intelligence, and the content of the study is very complicated. Professor Fang sometimes has to think for a long time before he can answer his questions. The breakthrough, this feeling made him both distressed and happy, and he couldn't stop feeling.
Watching his wife go out, Professor Fang greeted Zhou Xing and said, "Sit down! Let's continue with the question just now.
"Yeah!" Zhou Xing nodded and sat down quickly, listening carefully.
Professor Fang continued the question that was interrupted just now, and continued to explain. "BP networks can learn and persist open input and output mappings, . . . "
"Understood, the weights and thresholds of the network are constantly adjusted through directional propagation, and the sum of squared errors is minimized, ..., but this calculation mode has refutation and fuzzy calculation strategies!" Zhou Xing frowned, feeling that something was wrong say:
"That's right! There is indeed a conflict between the precise network computing model and the fuzzy computing model. Alas! The field of intelligence is too complicated. I have just started majoring in intelligence science and technology for a few years. I just studied it longer than you and know more; In addition to the use of computer science, the field also involves information, control, automation, bionics, biology, psychology, mathematical logic, language, philosophy..., and many other disciplines; is artificial intelligence simulated from a psychological or neurological aspect? Or is it like a bird? Human biology is irrelevant to artificial intelligence research as biology is to aerospace engineering? Can intelligent behavior be described by simple principles (such as logic or optimization)? Many issues are highly controversial, and so far there is no unified Principles and paradigm guidance are available for research, and it is very difficult to make a breakthrough!" Professor Fang's face changed slightly, and he sighed exhaustedly:
"Professor, don't underestimate yourself, and don't be discouraged. There are no scientific research results that can be achieved in one click. As long as we keep climbing, we will break through the field of intelligence one day!" Zhou Xing comforted with confidence:
Hearing Professor Fang's emotion, Zhou Xing became more and more determined about the research direction of the task paper.
In the field of inconclusive intelligence, researchers will pay more attention to information collection and the birth of new theories. If he can write a high-quality paper, then this task is 100% a problem.
The only question now is, from which aspect should intelligence research be carried out?
The mainstream idea in the field of intelligence is to endow machines with the ability to learn, think, and create, which is the real 'intelligence'.
"Machine Learning" is based on "Statistics", "Information Theory" and "Cybernetics", including other non-mathematical subjects.This type of "machine learning" is very dependent on "experience".Computers need to continuously acquire knowledge and learn strategies from the experience of solving a class of problems. When encountering similar problems, they use empirical knowledge to solve problems and accumulate new experiences, just like people learn.
However, how to endow the machine with the ability to think and imagine, how to generate the "inspiration" or "epiphany" of human beings in certain situations!As long as the storage space is large enough, the machine can learn countless knowledge, but it needs to change directly from "quantity" to "quality", and jump from a simple "concept" to another complex "concept".
Zhou Xing couldn't help but fell into deep thought.
Mathematics, languages, ..., things that can be given to computers.
Thinking over and over again, Zhou Xing grasped these two variables, thinking about how to use them to endow the computer with the ability to 'think', and vaguely grasped a glimmer of inspiration, but it was still wrapped in a veil, and Zhou Xing hadn't waited for it. Xing 'see' clearly its appearance, and it hides mischievously in the mist.
"Yes, scientific research is not done in one go. You, if you have any questions, continue to ask! Let's see if I can help you solve all the problems in one go today." Professor Fang looked at Zhou Xing appreciatively, and expressed his attitude towards his study. Very satisfied, proudly said:
Zhou Xing woke up from his contemplation, the look of regret on his face flashed away, unfortunately, the point of 'inspiration' that broke out just now was called out by Professor Fang, and disappeared.
"Okay, professor!" Zhou Xing nodded happily, and continued to ask questions: "I have designed an automation software, the function is to realize automatic testing,..., identify objects,..., error occurs when the script is played back,...."
"Well, for this question, the key point is that you are dealing with environment variables..." Professor Fang thought for a while before answering Zhou Xing:
"..."
Soon, the old and the young continued the pattern of question and answer.
time flies.
After a while, Chen Yi, who was shopping for vegetables, came back, looked at a young and old couple who were talking and listening, smiled wryly, and hurried back to the kitchen to cook.
Another hour passed.
Chen Yi finished the meal, set up a table full, and went to the hall, where the two were still talking non-stop.
Well, Professor Fang met a bosom friend and talented person today, and he talked for so long, and he forgot to eat or sleep even after the meal was almost over.
"Okay, old Fang, it's time to take a break! It's all over, you have a small appetite, and the young man must be starving!" Chen Yi looked at Professor Fang with a look of disgust, and woke up:
Hearing this, Professor Fang glanced at the electronic wall clock on Qiang, and the time of the electronic clock showed: 19:37.
Professor Fang smiled apologetically at Zhou Xing, stood up, and greeted warmly: "It's all ordered, let's go, let's go to eat, and continue after eating."
"Okay! Professor." Zhou Xing looked at Professor Fang gratefully, then stood up and walked to the dining table.
"Come, come, Xiaoxing sits here." Chen Yi warmly greeted Zhou Xing, and sat next to her:
"Thank you, teacher's wife!" Zhou Xing thanked gratefully:
"Young man, you're welcome. We are the old couple to eat on weekdays. It's rare for someone to accompany us to eat. Since you and Lao Fang are so close, you can treat yourself as your own family in the future, and you can often come to eat." Chen Yi said happily:
"That's right, your level of knowledge has far surpassed that of your classmates, and your learning progress is different. If you encounter any problems in the future, feel free to come to me!" Professor Fang looked at Zhou Xing and said seriously:
"Yes, it will be fine if you don't find me annoying!" Zhou Xing looked at Professor Fang wishing for it, and said shyly:
"Haha! No, no, I have gained a lot today!" Professor Fang shook his head and said with a hearty laugh:
"Okay, you two, don't talk about this, the food is cold, eat quickly!"
"Yes, yes, move your chopsticks! Xiaoxing, you're welcome!"
(End of this chapter)
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