Chapter 159 Orange Model (Part 2)

To create an artificial intelligence, Fang Yu can’t just give Youzi instructions.

Perhaps due to safety concerns, Sekalis did not add independent innovation awareness to the ball when he created the grapefruit.

Only when the owner of the grapefruit gives it clear instructions will it proceed with the next step of information collection and calculation based on the instructions.

For a systematic task, Yuzi needs his master to break it down into independent and clear tasks.

If Fang Yu just told it: Youzi, create a general artificial intelligence.

It will be completely overwhelmed and have no idea where to start. It will not actively analyze what kind of prior knowledge is needed for this task, nor will it perform this task creatively.

In this case, Fang Yu himself needs to have a good understanding of the big artificial intelligence model first.

Give youzi a direction, break down the tasks, and let youzi execute them.

If the execution is successful, then it is done. If it is not successful, it means that Fang Yu has problems with his understanding of artificial intelligence and the direction is wrong, so he needs to change direction.

After all, there is a reason why Yuzu is so lazy!

"Now, make a preliminary deduction of the plan I just mentioned, and then tell me the results of the deduction." Fang Yu was giving instructions to Youzi while typing away on the computer to revise the summary.

The stage summary written by Youzi was too advanced, so Fang Yu had to delete part of it and correct some of it before handing it to Tong Yongshan.

Now Fang Yu has established the impression of being an expert in computer science in Tong Yongshan's mind. Therefore, Tong Yongshan did not seek cooperation with any computer science experts in the first stage, but directly reached a cooperative research intention with Youzi Technology.

As for who owns Youzi Technology, Tong Yongshan doesn't care.

Even if this company belongs to this student, so what? Wouldn't it be great to have a second-generation student willing to invest tens of millions in scientific research?

If other professors knew about this, they would be extremely jealous, right?

"Master, the combination of ResNet and DBN will not improve the ability to handle long-distance dependencies. We need to change the model combination." After a short period of calculation, Yuzu replied with a silvery starlight.

"Then replace them and see which models can create sparks." Fang Yu circled the model range on the server and handed it to Youzi for calculation.

Fuzzy calculation is one of the laws that grapefruit possesses. In essence, it is the application of some basic theories of the prophecy school to grapefruit.

It is completely different from the method of extracting key factors from computer models for fuzzy calculation. In comparison, the accuracy of Yuzu's fuzzy calculation is much higher.

"Found it!" Not long after, Yuzu made an excited sound.

"The combination of the attention mechanism model mentioned in 'Sequence to Sequence with Attention' with positional encoding technology and neural networks such as LSTM, CNN, and FFN can form a new framework. After training, adding other models can form the most efficient large model in current measurements." Youzi quickly projected the corresponding content on Fang Yu's computer screen.

“I’ll put these models into my own framework and restructure them.”

As she spoke, the silver starlight on Yuzu's body gradually turned into a slowly flowing light band. This was Yuzu using her body to help the array server perform auxiliary calculations, and then transmit the results of the auxiliary calculations to the server network.

As long as the right path is found, the computing power of Yuzu is far beyond the reach of any supercomputer today.

In just three minutes, the silver light bands flowing on his body turned back into silver starlight.

"The framework has been reorganized, the underlying rules have been added, and the initial learning will begin after uploading to the server system." Yuzu's straightforward voice came, as if a ball had changed, just like the artificial intelligence in the movie.

Fang Yu rubbed his fingers unmoved: "Speak properly!"

Yuzi shuddered visibly, and said in a flattering tone, "Master, it will take about 30 seconds for the new framework to be uploaded to the server, and then we can start training the model data."

As he was speaking, the not-so-large framework model had been completely uploaded to the server unit, and the Yuzu clone in the server began to add the processed data to the new framework.

12 groups of GPU servers and 196 Tesla M60 computing power are fully enabled. The server's cooling fan rotates at a speed of 15,000 rpm, dissipating heat into a space of less than 50 square meters.

"We have completed the cleaning of 40GB of data and are now starting the first training using this data. This model will require 300,000 iterations to converge, which is expected to take 3 hours and 21 minutes."

Then, a countdown of 3 hours, 21 minutes and 20 seconds appeared on Fang Yu's screen.

Fang Yu rubbed his hands and walked around the room twice, feeling both expectant and excited.

If this model can demonstrate certain analytical and processing capabilities and communication abilities after data training, it means that you have really created a usable large artificial intelligence model!

You said it was Yuzu's fault?

Bullshit, I’m the corresponding author, do you understand?

What I do is the work of a mentor: determining the research direction, dividing the research stages, and guiding the research content.

The project is completed, and the tutor has done these things. Who dares to say that the project was not done by the tutor?

Do you understand scientific research? Can scientific research be described as exploitation? Can it be described as unscrupulous?

This statement completely ignores the contributions of leading scientific research figures!

You said Tong Yongshan won’t give me a chance?

Hey! You black-hearted old thief! Academic tycoon! Shameless, black-hearted mentor!

Fang Yu walked around twice, and in order to calm himself down, he simply ran back to the Westin and had another big fight with the four invaders from the pirate world who were about to escape.

The invaders of the pirate world are almost dying from the invasion.

When we checked out three hours later, all four of us had our legs splayed out.

When Fang Yu returned to the computer room again, 40G of model data had been trained.

"Master, 40GB of data has been trained, 20GB of which is Zhou Wen's data and 20GB is An Wen's data. Judging from the convergence, this training was successful. We can now conduct some tests on this model."

A simple dialog box appeared on Fang Yu's computer screen. This was a UI interface that Youzi had just created.

"Hello." Fang Yu entered two Zhou Wen in the dialog box.

"I'm not okay." Three words instantly appeared in the dialog box.

What the hell?! Is there something wrong with your data cleaning? What data did you use for training?

Yuzu was sweating. "Well, well, maybe there's something wrong with the training data. I'll clean it up again."

The server ran frantically for a few minutes and the 40g data was cleaned.

"Retraining will take about an hour and 20 minutes." Yuzu's voice was a little awkward.

Fang Yu was helpless. He looked at the sky and saw that it was already four o'clock in the afternoon.

I was thinking of going to the boxing club to show off and beat up the newbies, but it seems I don’t have time for that.

Just wait here.

Fang Yu is not a person who wastes time. One hour and twenty minutes is enough for him to review a subject that he is about to take the exam.

Finally, the countdown is over.

Fang Yu entered the word "Hello" in the dialog box again.

"Hello, how can I help you?" This time the reply was much more normal.

"What's your name?" Fang Yu typed out another line of text.

The model replied in a standard manner: "I don't have a name yet. I'm a large model based on multiple neural networks developed by Youzi Technology. What do you want to call me?"

Fang Yu thought about it and smiled: "Since you were developed by Pomelo, I'll call you Orange."

(End of this chapter)