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145 pages of enterprise digital transformation Big Data Lake project construction and operation comprehensive solution WORD

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Part of the information content:

The application, management and display of data lake are integrated, providing standard services, data interfaces and report presentation methods. The data of data lake adopts efficient and reliable storage architecture. The enterprise business data migration plan is formulated, and the core data stored in ERP system, data acquisition system, OA system, video monitoring system and cloud business system are migrated to the data lake as a whole, and the inelastic resources are deployed locally. For the elastic computing function, it is necessary to cooperate with the algorithm data lake. So as to realize the controllability of core data and eliminate security problems and potential unknown risks. Support visual modeling, and support mouse dragging for artificial intelligence algorithm modeling. Including data preprocessing, feature engineering, algorithm model, model evaluation and deployment, etc., it supports many types of algorithm applications in the field of fast-selling business, including logistic regression, K nearest neighbor, random forest, naive Bayes, K-means clustering, linear regression, GBDT binary classification, GBDT regression and other algorithm models, and also supports artificial intelligence training models such as deep learning. The presentation layer displays the operation status and resource usage of various business systems in a multi-dimensional and dynamic way through unified business BI report components. And support the periodic or temporary generation of business situations, decision data display, fault analysis and mining and other business scenarios.

X x data lake architecture diagram

Document center:

It is mainly used to store files in various formats, including video files, video and audio files, PDF files, Office files and other types of files, and provides file-level full-text retrieval, document publishing, file sharing, file extraction and other functions. Provide file rights management, version management, version history recovery and other management functions.

The file content in the file center can exchange fusion data with the log center and data center through ETL process, and participate in data processing, data mining, machine learning, image analysis and so on.

Log center:

Collect all kinds of log data, IOT data and other real-time data, and the data will be processed in real time by the stream processing engine to ensure that the data will be analyzed and processed in the first time, so as to achieve real-time monitoring and real-time alarm.

The processed real-time data can be integrated with the data in the file center and data center to participate in data analysis.

Structured data center:

Real-time (or batch) access to structured data in databases or other media, and efficient processing of all kinds of data with the help of powerful processing capabilities such as Hadoop/Spark.

Effectively combine the data in file center and log center to participate in data analysis and data mining.

Support tens of billions of data Cube to achieve sub-second multi-dimensional query of massive data.

Standard SQL output interface, supporting the needs of continuous upgrading and secondary development.

Schematic diagram of unified interface of data lake interface

Data access principle

1. Give priority to the application-driven construction of high-value digital twin projects;

2. The data entering the lake must be certified by the data management department, and the corresponding data asset standards shall be issued to match the corresponding data responsible person;

3. The principle of data modeling is standardized step by step with original data, clean and integrated data, three normal forms structure and service wide table;

4. The overall platform shall conform to the principle of high availability and parallel expansion, and conform to the data planning of the business for 3-5 years.

Real-time data synchronization supports most real-time database synchronization requirements. Support data synchronization across WAN and receiver clustering. Build a unified, standard, easy to copy and maintain data real-time synchronization platform, and at the same time complete the technical specifications and strategies of data real-time synchronization. Realize data synchronization monitoring system, and build a continuous and reliable real-time monitoring system for data update. Complete the integration mechanism of one-time rapid data import and incremental data import-trickle replication. The Full Dump module is used to realize the encryption of data warehousing, and the HiveSQL interface is provided based on Data Handle, at the same time, the decryption of data warehousing is completed. Control of data access rights through customization of Application Adapter.

L The scheme of keeping the original database for business systems that frequently read and write data, ERP system, data acquisition system, OA system, video monitoring system and cloud business system. Business data should be synchronized to the data lake, and the consistency between local data lake and business system data should be verified periodically during the parallel operation.

L receive real-time incremental data and store the data in the local data lake according to the predetermined architecture. Real-time production data is accessed in real time and reliably transmitted to the company’s database cluster. The data access amount is about 110TB/ day, and the historical data is 40000TB.

Logical architecture diagram of data migration

L Data lake operations are divided into two categories: inelastic and elastic. For inelastic operations, operations are performed in the local data lake. For operations that consume large resources and need elastic calculation, collaborative calculation is adopted with the enterprise cloud, and data is not saved in the enterprise cloud data lake. After the operation calculation is completed, the process and result data are sent back to the local data lake for storage. Interface service supports publish-subscribe mode, cross-data lake and cross-system call, HDFS, Hive, HBase and other systems.

A) interface type

Bulk data encapsulation

A large number of data are extracted according to certain conditions and packaged into data resources. Batch data packaging must be carried out through the system, not manually.

Data request interface encapsulation

The data is encapsulated as an access interface by restful interface, so that the accessor can access the data through remote call.

B) interface security

configuration management

Configure the content of shared data and sharing interface rules, including basic data configuration, sharing service configuration, sharing rights and sharing configuration distribution.

A) basic data configuration

It can configure the basic data used in the data sharing functional domain, including the configuration of the shared data system, the data structure and semantic description of the shared data entity, and the sharing method.

B) shared service configuration

Data service definition, data service directory, data service parameter configuration (such as: target system, sharing mode, data bearing mode, access frequency, access permission period), etc.

C) sharing permission configuration

Configure the permissions of the target system that is allowed to use the shared service, and support the permissions configuration of specific data entities and attributes within the shared service.

D) shared configuration distribution

The content of shared data and sharing interface rules are distributed to all relevant systems.

Data sharing process

Monitoring, exception handling and log management of data sharing processes, and providing query statistics and analysis functions for data related to data sharing.

A) table data sharing

The target system is an application layer analysis system, which directly opens the access rights of tables, and the target system extracts data through ETL.

B) data query

The target system is an application layer analysis system, and the target system directly calls the data query service provided by the data lake to complete the data query.

C) data subscription

The target system is an application layer analysis system, and the target system puts forward data subscription requirements, and the data lake provides data subscription services.

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Virtual National People’s Congress PK: Microsoft Xiao Bing VS Pingping Intelligent, which is more suitable for you?

With the rapid development of artificial intelligence technology, virtual human has gradually become a hot topic in the field of intelligent services. Microsoft’s Xiao Bing virtual human and Feng Ping intelligent virtual human are both representative products in the industry. There are differences in technical strength, safety, application scope and price.

First of all, in terms of technical strength,Xiao Bing, a virtual human of Microsoft, owns the famous Vanke employee digital person Cui Xiaopan, who has excellent performance in natural language processing, speech recognition and image recognition, and has strong intelligent interaction ability.

Although the technical level of Fengping intelligent virtual human is also high, it is slightly lacking compared with Xiao Bing.

Secondly, in terms of security,Xiao Bing virtual human adopts Microsoft’s leading security technology to protect user data and privacy, which has higher credibility. The Fengping intelligent virtual human has also adopted a series of security measures, but compared with Microsoft’s security technology, there is still room for further improvement.

However, in terms of application scope,Fengping intelligent virtual human has more advantages. In addition to regular customer service, assistant and other services, it can also be applied to a wider range of fields such as medical care, education and finance.

Xiao Bing virtual human is mainly used in digital employees, entertainment, social and other fields.

Finally, in terms of price,The price of Fengping intelligent virtual human is relatively close to the people, which is more attractive to small and medium-sized enterprises and individual users. Xiao Bing Virtual Human is relatively expensive, which is suitable for large enterprises and users with higher demand.

To sum up, Xiao Bing Virtual Human and Feng Ping Intelligent Virtual Human have their own advantages. Microsoft Xiao Bing virtual human is stronger in technical strength and security, while Fengping intelligent virtual human has advantages in application scope and price. When choosing a virtual human technology supplier, users need to comprehensively consider their own needs, budget and requirements for technical strength, security, application scope, price and other aspects, and make wise decisions.

If you can restore your dreams, will you!

This is a very interesting topic about using AI painting to restore people’s dreams. With the continuous development of artificial intelligence technology, more and more application scenarios have been discovered, including the field of artistic creation.

In the past, people often needed to rely on their own imagination and hand painting skills to restore the pictures in their dreams. However, this method is often limited by personal experience and skills, and it is difficult to achieve perfect results. Now, with the help of AI technology, we can restore the picture in the dream more accurately and let people feel the beauty of the dream more truly.

First of all, we need to understand the principle of AI painting technology. AI painting is a technology based on deep learning, which can generate new images by learning a lot of image data. When using AI painting technology to restore dreams, we need to input the images of dreams into the AI painting model, so that the model can learn and generate new images.

However, because dreams are a very subjective and personal experience, different people will have different dreams, so it is very challenging to use AI painting technology to restore dreams. In order to solve this problem, we need to adopt some special techniques and algorithms to process dream images, such as using convolutional neural network to extract the features of dream images, using generating confrontation network to generate more realistic dream images and so on.

When using AI painting technology to restore dreams, we also need to consider some ethical and legal issues. For example, if dreams involve personal privacy or sensitive information, we need to protect this information from being leaked. In addition, we also need to abide by the relevant intellectual property laws to ensure that the image data we use is legal.

Specifically, the process of restoring dreams by using AI painting can be roughly divided into the following steps:

First, we need to collect information about dreams. This includes scenes, people, objects and so on in dreams. This information can be obtained by manual recording or using speech recognition technology.

Then, this information needs to be input into the AI system. The AI system will generate some basic images and models based on this information.

Then, these basic images and models need to be optimized and adjusted to achieve a more realistic effect. This process needs the help of deep learning and image processing technology in artificial intelligence technology.

Finally, the optimized image and model are output to generate the final dream-restored image.

Of course, some technical details and implementation difficulties need to be considered in this process, such as how to deal with ambiguity and deformation in dreams. However, in general, using AI painting to restore dreams is a very promising technology, which can help us understand the mystery of dreams more deeply and bring more possibilities for artistic creation.

In a word, using AI painting technology to restore dreams is a very challenging and innovative work. Through continuous research and exploration, we believe that this technology will be more widely used in the future.

The Best Goalkeeper in IFFHS History: Buffon Cassie, Neuer’s top three, Van der Sar’s fifth and Lori’s 13th.

Live on March 10th, the ranking of the best coaches in the history of the International Federation of Football History and Statistics (IFFHS) was scored according to the ranking of the best coaches in IFFHS every year from 1987 to 2022, with the first place getting 20 points every year, the 20th place getting 1 point every year, and no points except the 20th place.

Among them, the best goalkeepers in all continents are Buffon (UEFA, Italy), Daiyaya (AFC, Saudi Arabia), chilavert (South American Football Association, Paraguay), Enyema (non-FIFA, Nigeria), navas (Central and North America and Caribbean Football Association, Costa Rica) and Bosnic (Oceania Football Association, Australia).

Here are the top 50 best goalkeepers in IFFHS history:

1. Buffon (Italy)

2. casillas (Spain)

3. Neuer (German)

4. Cech (Czech Republic)

5. Van der Sar (Netherlands)

6. Schmeichel (Denmark)

7. Kahn (Germany)

8. courtois (Belgium)

9. chilavert (Paraguay)

10. Zeng Jia (Italy)

11. zubizarreta (Spain)

12. Taffarel (Brazil)

13. Lori (France)

14. Predholm (Belgium)

15. fabien barthez (France)

15. oblak (Slovenian)

17. David Seaman (England)

18. Valdez (Spain)

19. Dida (Brazil)

20. Bai Ya (Portugal)

21. navas (Costa Rica)

22. pagliuca (Italy)

23. TOLEDO (Italy)

24. Lehmann (Germany)

25. Ter stegen (Germany)

25. allison (Brazil)

Cesar (Brazil)

28. Degea (Spain)

29. illgner (Germany)

29. van breukelen (Netherlands)

31. roberto abbondanzieri (Argentina)

32. goicochea (Argentina)

33. kopke (Germany)

Campos (Mexico)

34. Peter Hilton (England)

36. Ravilly (Sweden)

37. Dasayev (Russia)

38. peruzzi (Italy)

38. Southall (Wales)

40. Reina (Spain)

41. Cheney (Brazil)

42. canizares (Spain)

42. Bravo (Chile)

44. pfaff (Belgium)

44. Handanovic (Slovenia)

46. Duddeck (Poland)

47. Akinfeev (Russia)

48. Cordoba (Colombia)

Bernard Rama (France)

48. ochoa (Mexico)

Announced! The red devils broke the record.

At 22: 00 Beijing time tonight, the 27th round of the Premier League will continue, and Manchester United will play at Old Trafford against Southampton.
Before the game, Manchester United ranked third with 49 points in 25 battles, leading the fifth place by 7 points; Southampton ranked the bottom with 21 points in 25 rounds, and has been fired twice this season.
But in the Premier League, you can’t despise any opponent. As Tenhage said before the game, the Saints beat Chelsea 1-0 at Stamford Bridge two weeks ago, and they had to fight for relegation. In the second half of the season, it may be more difficult to deal with these teams. Manchester United must show 100% and give no chance to their opponents.
Of course, playing at home is a good thing for Manchester United, which avoids the fatigue of going out on the road and allows players to have a better rest and adjustment.
Before the game, Manchester United officially announced that the ticket sales at Old Trafford Stadium this season had broken the historical record.【OLD TRAFFORD TICKET SALES BREAK RECORD】.
Official website, the Red Devils, confirmed that the Dream Theater has sold more than 2.3 million tickets this season, surpassing the original record set by Manchester United in the 2016-17 season.
It is reported that this figure includes tickets for Manchester United’s 19 Premier League home games this season, as well as tickets for 13 cup games held or booked at Old Trafford so far this season (5 Europa League, 4 FA Cup and 4 Carling Cup).
If Manchester United can continue to advance in the Europa League, there will be one or two more home games, and the ticket sales data will continue to improve.
In Manchester United’s last home game, Thursday night’s Europa League 4-1 victory over real betis, despite the snow and rain, 72,998 spectators came to the Dream Theater to cheer.
Magic fans expressed their firm support for the team with practical actions. A 0-7 fiasco can’t and shouldn’t obliterate the progress made by Tenhager’s team this season.
The rebuilding process of the Red Devils will have twists and turns, accompanied by humiliation and embarrassment. Losing is not terrible. After being beaten, you have to stand up. Frustration is like a sharp grindstone. After polishing it, the Red Devils can shine more brilliantly.

Milan are ready to help Leo pay Portuguese compensation, and it is getting closer and closer to renewing Leo’s contract.

Earlier, "Gazzetta dello Sport" reported that the asking price for the renewal of the contract was 7.5 million euros annual salary+2 million euros signing fee+bonus. According to all market reports, the Champions League has been successfully promoted, but Milan are ready to pay compensation to Portuguese sports for Leo and promote the renewal of Leo’s contract.

According to reports, Milan’s successful promotion to the quarter-finals of the Champions League has brought at least 20 million euros to the club and will also change the future of Leo.

Leo wants Milan to help pay the compensation for itself and Portugal. Now, Milan is prepared to pay this part indirectly, which may be a turning point for Leo’s contract renewal. Milan is getting closer and closer to the successful contract renewal.

According to Milan News, mesias was injured in the biceps femoris of his right thigh.

It is reported that mesias had a muscle problem in the match against Tottenham Hotspur. This morning, he underwent an injury examination, and the results showed that his biceps femoris was injured in his right thigh.

Milan will continue to pay attention to mesias’s condition, and will check the affected area again in about 10 days.

Milan circle

Milan club Scaroni talked about the construction plan of the new stadium, saying that it is very important for Milan club to improve its international competitiveness.

Scaroni first said: "People can have new experiences at the new stadium in Tottenham, just like many stadiums in the United States, which makes us understand the potential and opportunities that modern stadiums can provide for a city, a world-class club and its fans. We need to speed up the design of new stadiums, which is a key factor in our growth process. If we want to compete in the international arena, this is crucial. "

At present, the Milan club is ready to build a new stadium in other areas. Scaroni said: "The old San Siro stadium is indeed full of memories, but we have the responsibility to look forward to the future of the club and bring new success and unforgettable experiences to all fans."

[Tuma] Paranoia (2)

#alpha Figure Hengyu× ×beat Ma Zhao

# Atypical abo magic change has a mountain of early warning.

# The characters belong to Cyberda ji, and ooc belongs to me.

03. Mint and Teenager’s Heart

As the saying goes, you shouldn’t meet people who are too amazing when you are young, or you will only have memories for the rest of your life, which will be too painful.

In the past, Tu Hengyu was dismissive, but later Tu Hengyu was deeply impressed.

The four years we spent together in the college were the happiest four years for Tu Hengyu. In those days, academic research and scientific research achievements were just pure research, which did not need to be linked to human life and death, and his feelings were so hot and simple.

He likes Ma Zhao, and he doesn’t know when this worship and dependence between teachers and students has quietly turned into love. But it is no secret that Tu Hengyu likes Ma Zhao, and he has no intention to hide it.

He believes that one person, one thing will not change easily.

But what bothers him most is that he never seems to see through Ma Zhao’s thoughts and heart. In the face of Tu Hengyu’s undisguised pursuit, Ma Zhao seems to feel nothing.

Ma Zhao is like a pre-set program, which only gives a feedback when asking a question. Most of the time, he is quiet and taciturn.

Perhaps the brains of science students always tend to be simple and direct.

Xiao Tu, a classmate in love, sent a pop-up virus written by himself to Ma Zhao backhand as soon as his brain was pumped, but when his hand slipped, he directly clicked on it as a group.

So that afternoon, pop-ups kept popping up on the big screens of the teaching building of the Chinese Academy of Sciences and the mobile phones of teachers and students.

The content of the pop-up window is that Tu Hengyu holds a wise seagull doll with glasses and sings out-of-tune version of the rotten street divine comedy "Congratulations on making a fortune". At the end, he blushes and shouts "Teacher Ma, I love you!"

I have to say, Xiao Tu’s virus is still well written, and the mute can’t be quiet, and the pop-up window can’t be closed.

One after another out-of-tune songs and the last "Teacher Ma, I love you!" " Let the young and frivolous Xiaotu students know what social death is for the first time.

Ma Zhao, who was eating melons on the sidelines, choked with laughter, and his face was cramped. Bala backhand went out of his computer and lost a string of codes, which was also sent out in groups.

The world is finally quiet.

Confession did not attract attention, others thought it was simply an expression of admiration for the tutor, and they didn’t care too much.

Tu Hengyu thinks that this can’t be done. This plan won’t work. Regenerate it!

It’s really no good, employers and employees directly confess!

As a result, Xiaotu’s classmates were ashamed and brave, and summoned up the courage to stay up late with Ma Zhao in the early morning night, blocking Ma Zhao on the way back to the dormitory, and made a deep confession to:

"I like you."

Respond to his Ma Zhao, as always, cold and cheerless tone:

"We can’t. I’m your teacher."

"I don’t care."

"I am thirteen years older than you."

"I don’t care."

"I’m just a Beat, you shouldn’t waste time on me. As a young Alpha like you, there should be no shortage of suitors. You can find someone better and more suitable than me. "

"But I only like you."

"You just regard worship and dependence on the wrong as love. I suggest you … mmm!"

More statements of objective facts were drowned in a sudden kiss.

Tu Hengyu eagerly tried to stop Ma Zhao from spitting out more words of refusal, and conveniently took Ma Zhao’s waist with one hand. He was ready to be pushed away by Ma Zhao, but in fact he was not rejected or pushed away.

Ma Zhao’s cooperation and acquiescence seemed to give Tu Hengyu another kind of encouragement. He reached out and took off the glasses on Ma Zhao’s bridge of the nose and put them in his palm, admiring Ma Zhao’s dim eyes because he couldn’t see clearly.

Tu Hengyu can’t remember how long the kiss lasted, only remember that the night wind gradually took away his hot body temperature and blew his surging heart cold.

Finally, it was Ma Zhao who pushed him away.

The man turned his back in a hurry, and his trembling back was angry or shaken by the night wind.

"I really don’t hate you, but there is no possibility between us. I have already decided not to find a partner and devote myself to scientific research all my life. Don’t waste time on me, that’s all. "

Ma Zhao didn’t even dare to look at Hengyu’s picture. He ran away in a hurry and even forgot to come back with his glasses.

He also forgot that from beginning to end, he never denied that he also liked Tu Hengyu.

And a mint-flavored pheromone in the air lingers, so strong that it is cold to take a breath.

Ma Zhao couldn’t smell it himself, but he smoked Tu Hengyu.

From this day on, Tu Hengyu had a habit of eating mints to refresh himself.

Time passed a little bit, and Xiao Tu, who was rejected, became angry and eager to learn every day.

He made up his mind that if Ma Zhao wants to devote himself to scientific research in his life, he will watch over him himself! Even being his assistant and deputy all his life, as long as he can look at himself, he is satisfied.

Just when Tu Hengyu thought that the relationship between them would always be so tepid, the accident quietly approached.

05. Wish under doomsday

In the spring of 2030, an ordinary afternoon could not be more ordinary.

With the convening of a meeting, everything seems to have changed quietly.

The sun is aging rapidly and expanding continuously. In a hundred years, the sun will swell to engulf the whole earth. In 300 years, the solar system will cease to exist.

The rumor about the solar helium flash crisis was put forward as early as the end of last century, but it was not paid enough attention at that time.

Now I bring up the past again and put all this on the table, saying, is it true?

The tense atmosphere even enveloped the whole country, and all departments operated in an orderly manner like a huge machine.

In the Chinese Academy of Sciences, some people are leaving and some new people are joining in.

Today, even Ma Zhao was called to attend an emergency meeting.

I don’t know if Tu Hengyu is too sensitive. He always feels that Ma Zhao is hiding something when he comes back from the meeting, and he has been frowning.

So Tu Hengyu asked Ma Zhao: "Teacher Ma, do you believe in the end of the world? Will the solar helium flash really happen? "

"According to the data of solar monitoring in recent decades, solar helium flash is very likely to happen."

"But, I don’t think it will be the end of the world at that time. There is always a way for human beings to earn a chance in the last days. We will find a solution to the problem before everything happens. "

Ma Zhao always has questions and answers.

Tu Hengyu has some doubts: "But in that case, you can only survive in the harsh environment of the last days, so are you alive or alive?" What’s the point of this? "

"As long as you are alive, there is hope to change and solve problems. If you die, there is nothing."

Ma Zhao’s expression was serious and sincere, and he saw that Tu Hengyu was also full of emotion. He asked, "If the end really comes one day, what can we do with our major?"

"No matter what kind of escape or rescue plan is needed when the end comes, it needs high social cooperation and productivity level far beyond the current industrial level. The original purpose of our research in the direction of artificial intelligence is to liberate productive forces. "

Speaking of which, Ma Zhao took a serious look at Tu Hengyu and continued to:

"I dare not say what contribution I can make, but at that time, I will do my best."

Tu Hengyu looked up at Ma Zhao in a daze, wondering how the cool evening breeze in early spring could blow himself all hot and dry.

The smell of mint floating in the air will never make him feel cool again, but only make him feel dizzy. So he shook his head and asked:

"Then if the end of the world really comes, can I die with you?"

"What do you want? Still have to live down to earth. "

Looking at a silly disciple who was confused and didn’t even know that his susceptible period had arrived, Ma Zhao had the impulse to pretend to be stupid and not know Tu Hengyu for the first time.

What should we do? You can’t just leave people here, let alone leave soon … The task is urgent, and tonight is the final farewell.

"Let’s go."

Ma Zhao took Tu Hengyu’s shoulder and sighed gently.

"There is still the last link in the experimental project to finish, and time waits for no one. Let’s stay up late tonight to make the data."

The temperature in the laboratory is always low, but no matter how cold the temperature is, it can’t suppress alpha’s fiery body temperature and restless pheromones.

The original fresh and sweet taste of wisteria is suffocating in this small and closed space.

Unfortunately, Ma Zhao can’t smell anything.

Tu Hengyu was hot and unconscious, but suddenly he smelled a cool mint flavor in the mist and heat.

He opened his eyes in a daze, and Ma Zhaozheng sat in front of him and looked at him calmly.

"Although I can’t smell the pheromone, it seems that you should be susceptible."

"If you feel bad, I can help you."

The sven youth with glasses is as cold and calm as ever, as if describing a solution to the current problem without any waves.

At the unconscious figure Hengyu, Ma Zhao sighed, and quickly and naturally unbuttoned his white coat.

"I have turned off all the monitoring in the laboratory. Solve this problem early so as not to delay the progress of the research."

Ma Zhao has always believed in efficiency first, and the speed of undressing is as crisp and agile as the speed of research. In a short time, only a shirt is left on him, and the expressionless face makes people unable to see whether he is shy.

Although Tu Hengyu’s consciousness is blurred, Alpha’s instinct is still there. He clearly knows that the person in front of him is the one he has been pursuing, and his body can’t help but move with his instinct.

Action slightly rough Ma Zhao press on the experimental platform, a few times will be yourself out of the way of clothes. Tu Hengyu rubbed and sniffed carefully at Ma Zhao’s neck like a small animal, as if to mark the territory and declare sovereignty.

Ma Zhao’s body temperature is lower than normal, and his hands and feet are often cold, but in this case, such a low temperature just makes Tu Hengyu’s hot body find an antidote to cool down.

During this period, Tu Hengyu was awake for a few seconds and realized that he was holding his lover in his arms. At this moment, he was closing his eyes and taking whatever he wanted from himself.

The last string called reason in Xiao Tu’s mind also completely broke.

Tu Hengyu shot Ma Zhao’s glasses for the first time, and threw him down on the ground without being very gentle.

He likes to take off Ma Zhao’s glasses very much, and then appreciate his true feelings always hidden in thick lenses.

Those who are hazy and confused occasionally because they can’t see clearly can always give Tu Hengyu a little satisfaction. After all, the signs on weekdays are always too dull and calm, which always makes people feel difficult to control and approach.

You see, isn’t this an opportunity to pull him off the altar? It turns out that he is also a real person with feelings.

Moreover, it always reminds him of their first encounter. The tree under the wisteria flower surprised the youth of his whole youth.

Tonight’s Ma Zhao is very different. He is uncharacteristically active and even takes the initiative to kiss the young man’s red and hot lips.

Although, as always, he is expressionless, or he doesn’t know what kind of expression he should make.

Ma Zhao admits that he likes Tu Hengyu.

But so what?

The country has already made a preliminary plan for crisis response, and initially put forward the embryonic form of the plan to move mountains. At present, researchers from all over the country are urgently recruited to participate in the design and construction of related projects, so that the plan can be implemented as soon as possible.

And I am also a selected member.

This is a top-secret task that concerns the life and death of mankind. Moreover, the international community is not peaceful now, and the opposing forces are inexhaustible. People in other countries are everywhere who try to steal secrets and sabotage.

It’s not safe to go here, and the return date is unknown. Maybe he’ll stay anonymous all his life and never have a chance to come back?

He has always hated this hypothetical proposition, but his parents used to. Once you go, you will never see me again in this life, and you will never have a chance to see me again.

He had regrets, but he never regretted it, so he chose the research his parents had done before his death and took the same road as his parents did before.

Ma Zhao has long decided not to be burdened by feelings all his life, but I didn’t expect that the heart never lies, and it is even more uncontrolled.

He fell in love with his students and with Tu Hengyu.

Then let yourself be willful for once.

This life is the only time and the last time. For the first time, he used his sensibility to dominate his brain, let himself sink in his desire for the first time, hugged and kissed his lover without scruple for the first time, and let Tu Hengyu leave a temporary mark on his back neck, and appointed himself to tie the knot with each other until he was inseparable.

Ma Zhao tried his best to hug Tu Hengyu’s shoulder, as if to draw courage and warmth from him in the face of future difficulties.

A few cold moonlight cast on Ma Zhao now, suddenly like tears.

Maybe this separation is farewell.

But because I did something meaningful, I never regret leaving you.

I’m sorry, I can’t promise to be with you.

Because it is better to forbid a wish that is doomed to fail.

Whisper bb:

The flower language of wisteria: live for love, die for love, endless love, paranoid love.

The flower-scented rabbit is tender and lovely, and the soft white-cut black rabbit attacks me directly next year.

Since Fanzi didn’t write about Teacher Ma’s experience, I’ll start making it up! It’s not appropriate for a young, promising and powerful person like Mr. Ma to have no excellent genes passed down by his family, is it? Mr. Ma never married a picture of himself for the sake of scientific research, and he felt celibacy, loneliness and widowhood. Isn’t this something that can’t be done? First, it says "Shuang Shuang". If the third ball is won by sail backstab, then let’s talk about it.

Development trend and future prospect of artificial intelligence technology

With the rapid development of science and technology, artificial intelligence has become one of the hottest topics. Artificial intelligence refers to the technology that simulates human intelligence by computer to realize the ability of independent thinking, learning, judgment and action. In the past few years, artificial intelligence has developed rapidly, made many significant achievements and been widely used in various fields.

The development of artificial intelligence technology has brought many advantages. First of all, it can greatly improve production efficiency and labor utilization rate, and bring more economic and social value to enterprises and society. Secondly, artificial intelligence can provide more accurate data and analysis results to help people better predict and solve problems. In addition, artificial intelligence can also reduce the repetition, complexity and danger in work and improve work efficiency and safety.

However, artificial intelligence also faces some challenges and problems. First of all, the continuous development of artificial intelligence technology may lead to the disappearance of some occupations or the replacement of human skills. Secondly, the development of artificial intelligence may bring some ethical and moral problems, such as privacy protection, data abuse and so on. At the same time, there may be deviations and misjudgments in the algorithms and decisions of artificial intelligence, and it is necessary to strengthen supervision and regulation.

In order to give full play to the advantages of artificial intelligence, we need to take some countermeasures. First of all, we need to strengthen the research and innovation of artificial intelligence technology and accelerate the application and promotion of artificial intelligence technology in various fields. Secondly, we need to strengthen the supervision and regulation of artificial intelligence technology, establish relevant laws and moral standards, and protect human rights and interests. Finally, we need to improve people’s skill level and adaptability through education and training, so as to prepare for future career development.

In a word, artificial intelligence is a promising technology, which brings many conveniences and advantages to human beings. However, we also need to recognize the challenges and problems faced by artificial intelligence technology and take some countermeasures to ensure that the development of artificial intelligence can better serve human needs and interests.

The reason of C Ronaldo’s bleak evening scene: mistaking the platform for ability

C Ronaldo has gone far away to the desert, so that the hot sunshine in the desert can cure the injury and pain of the defeated plum ball king!

At the age of c, he has gone to the desert, and his competitive career has been finalized.

Although there is a lot of wealth, it seems to be happy! But its heart is painful!

As we all know, Ronaldo is aloof and arrogant, and I am the only one!

I take the super plum ball king as my responsibility all my life, and pursue honor, glory and data all my life.

C Ronaldo has been a technical career for more than ten years, and his money has been free and his wealth has been satisfactory; It cares more about face, scenery and honor.

During C Ronaldo’s career, during his years in Real Madrid, he won four Golden Globes and four Champions League games, which strengthened his confidence and courage, boasted himself the first, second and third place in the world, was extremely inflated and self-mad.

C Ronaldo’s greatest misfortune is to regard the platform as an ability! It is the real Madrid platform and personal efforts that have made its real Madrid years dazzling!

C Ronaldo left Real Madrid, moved to Juventus and Manchester United, accomplished nothing, and never won the Golden Globe Award, Sir, or the Champions League again! 16 lang in the Champions League every year! Its juventus years are incomplete!

C Ronaldo’s national team was ruined, and fans said that it was lying in the European Cup. Although it was exaggerated, it was not groundless!

C Ronaldo’s World Cup achievement is hands-free, which is a stain on his life! Causing 10 zeros in the World Cup to be bleak. Single-core team leader has the best score in the top 16.

After the dark years after Real Madrid, nothing was achieved after the World Cup.

C Luo Fang understands that it is the Real Madrid platform and Lafayette that have made its brilliant Real Madrid era. I mistook the Real Madrid platform for my ability, woke up like a dream, and wanted to return to Real Madrid and relive the beauty. But the vicissitudes of life, powerless, was rejected by Real Madrid! I have to go to Saudi Arabia to waste the rest of my life!

Life is like this, when you miss the opportunity, it may be a lifetime of regret and regret!

From Juve’s abandonment to Milan’s darling, relying on Ibrahimovic’s Italian expert to explain what a system player is.

# 100 Watching Teams # As long as the system players in the green world are mentioned, it is difficult to avoid the name of Italian expert nocerino. It is no exaggeration to say that the days when he fought side by side with Ibrahimovic were so beautiful that the situation after he left Ibrahimovic was so embarrassing, as if he were a different person, which fully explained what a system player is:

Antonio nocerino was born in Naples on April 9, 1985. When he was a toddler, it happened to be the peak of Diego Maradona, the legendary Argentine superstar, who led the local Naples team to break the strong enemy repeatedly and even won the Serie A championship, which made the football atmosphere in Naples, which was already very fanatical, more and more fanatical. I don’t know how many children in Naples dreamed of becoming professional players.

It stands to reason that nocerino, who lived in such an environment as a child, should fall in love with football. But the reality is that nocerino was not interested in football as a child. However, nocerino’s father, who is a fanatical die-hard fan, not only asked his son to play football, but also became the coach of a youth football team. Nocerino entered the team coached by his father when he was about 5 years old. When nocerino was 13 years old, he left his hometown of Naples and went to Turin to join Youwen Youth Training Camp.

Under the training of Youwen Youth Training Camp, nocerino became a qualified professional player. He has an excellent professional attitude and will do his best as long as he sets foot on the court. Many players don’t want to do the dirty work. nocerino always tries to do it, and his attitude is positive. At the same time, as a midfielder, he still has a sense of goal as a striker, and he can always appear in the weak position of his opponent’s defense and send the ball to the door.

However, nocerino’s shortcomings are equally obvious. As a midfielder, although he is extremely active on the defensive end, his defensive ability has never reached the top level. Compared with Davies, Vieira and Lei Dongduo, which are recognized as top midfielders, there is a gap visible to the naked eye.

After defense, talk about attack. Although nocerino has an excellent sense of smell in front of the door, it can even make many forwards feel ashamed. However, his footwork skills are far from delicate. No matter passing or passing, it is not top-notch. It is difficult for the team to expect him to organize the attack, let alone expect him to send exquisite assists.

On the whole, nocerino is certainly good among young players of the same age. However, it is just good, far from the level of the other mountains all appear dwarfs under the sky.. It is almost impossible for a fledgling nocerino to get a foothold in the star-studded Juventus first team. Therefore, nocerino was loaned out early, and successively trained in small and medium-sized clubs such as Avilino, Genoa, Catanzaro, Crotone, Messina and Piacenza, and did not return to Juve until the summer of 2007.

As we all know, at that time, Juventus had not completely got rid of the negative impact caused by the Calciopoli incident, and it could not be compared with the Bianconeri before the Calciopoli incident, regardless of the lineup configuration or team strength. This is definitely not a good thing for Juventus. But for nocerino, who returned to Juventus, the advantages definitely outweigh the disadvantages. Because this means that the competition he faces in Juventus is far less intense than when he was a rookie.

In the following 2007-08 season, nocerino got a lot of playing time and once became the main player of Juventus. However, his performance is hard to satisfy Juve. As a midfielder, he lacked creative passing, which made Juve’s midfield, which lacked creativity at that time, worse. It’s no exaggeration to say that nocerino’s performance on the offensive end is not as good as that of teammate Zaneti, who plays in the back. And his performance on the defensive end, it is also difficult to compare with Zaneti who was born in the lower back.

Nocerino’s performance not only disappointed Juve fans, but even the famous Moggi couldn’t stand it. The controversial Juventus exploits made it clear in an interview that nocerino’s performance on the pitch was unconvincing and Juventus should give Tiago some chances. Think about it, nocerino took out what kind of performance, will let Moggi make this statement?

In the summer of 2008, one year after nocerino returned to Juve, the Bianconeri made a decision to give him up and used him as a bargaining chip. Together with a large sum of cash, Amauri was traded from Palermo.

Although nocerino has been abandoned by Juventus so quickly, the competition in the team is far less intense than Palermo of the Bianconeri, and nocerino can still guarantee the main seat. As for his performance on the court, it can only be regarded as quite satisfactory, and it is definitely not outstanding. Otherwise, Milan wouldn’t have let Palermo agree to let people go with a transfer fee of 1 million euros and half of Ricardo Ferreira’s ownership.

I’m afraid even Milan didn’t expect that the performance of new signing nocerino on the court would be so fierce. When he first arrived here, he scored an endless stream of wonderful goals, dazzling people, and soon became the darling of Milan, as can be seen from his great title of "King of Promise".

However, when nocerino was imposing, few people realized that nocerino’s good performance during his time in Milan was actually closely related to the existence of Ibrahimovic. Ibrahimovic, who was at the peak at that time, had a strong personal ability. Even under the heavy defense of his opponent, he could still create a lot of scoring opportunities for nocerino. The existence of Ibrahimovic also covers up nocerino’s lack of creativity to some extent.

In the summer of 2012, Ibrahimovic bid farewell to Milan and moved to Paris Saint-Germain. However, the Rossoneri didn’t sell nocerino, who was extremely dependent on Ibrahimovic, the first time he lost Ibrahimovic. On the contrary, they had high hopes for him, and the result can be imagined. The performance of this Italian expert is extremely disappointing and he has become a systematic player in the mouth of the media and fans.

In the days that followed, although nocerino worked so hard, he could never find the feeling of playing beside Ibrahimovic, let alone becoming the main force of Milan. Even playing for Turin could not guarantee his main seat, which was an embarrassment. This situation continued until 2020, when nocerino announced his retirement.