[White Paper on Men’s Basketball World Cup] Ten admonitions to chinese basketball association

Author/titan sports Basketball Editorial Department

On September 2nd, China lost to the Philippines, ending its World Cup journey with a record of 1 win and 4 losses, ranking 29th among all 32 teams and missing the Olympic Games for the second time in a row.

After such a fiasco, the whole basketball world was immersed in great pain caused by failure. But if you can’t sum up the lessons after the pain, such a failure is meaningless. In the past two weeks, titan sports conducted a detailed investigation and invited experts from various fields to write and publish the White Paper on the Men’s Basketball World Cup from the perspectives of the world basketball development trend, the comparison between CBA league and other leagues, and the current situation of China-Japan basketball youth training. We hope that through this white paper, people from all walks of life and fans in China can really see the world, get rid of stale ideas as much as possible and update their understanding of basketball.

On this basis, in the name of the Basketball Department of titan sports and on behalf of the authors who participated in the compilation of the White Paper on Men’s Basketball World Cup, we put forward ten suggestions to chinese basketball association. The purpose of advice is not to fire a gun, let alone ridicule, but to hope that China basketball, which is at a low ebb, will return to a benign track with the joint efforts of all walks of life. We don’t expect the ten suggestions to be implemented one by one, and we don’t expect chinese basketball association to respond. It’s just that as a media, we have the obligation and responsibility to present what we have obtained through interviews and research to readers and fans. The level is limited, and there are many shortcomings in our suggestions. However, if one or two of them can be adopted, even if it only brings some thoughts and touches to chinese basketball association and all walks of life, and plays a small role in promoting basketball progress and deepening basketball reform in China, our enthusiasm and efforts will not be in vain.

1. Turn shame into motivation and reshape the basketball image of China.

During the World Cup and after the defeat of China men’s basketball team, many people criticized China men’s basketball team for its lack of fighting spirit and sense of honor, arguing that there was a lack of ideological education from the national team to the clubs. Ideological education is indeed important, but the non-professional environment in which our professional players live increases the difficulty of ideological education and greatly consumes their sense of honor and fighting spirit. Every day, the players are exposed to shortcuts, back doors, finding loopholes in the rules, disobeying the law, and tacit understanding. There are rumors of all kinds of fake and gambling in the circle; The Basketball Association jumped repeatedly in dealing with qi zhou, and finally acquiesced in the club and players trampling on the rules. Immersed in such a so-called professional alliance, coupled with the influence of some bad social atmosphere, ideological education can easily become a slogan and sermon that cannot touch the soul.

Chinese basketball association should take the lead in summing up seriously and turn shame into motivation. It is no exaggeration to say that he should turn over a new leaf, reshape the basketball image of China and boost the confidence of the whole society in basketball. After the internal summary, we should tell the public the reform ideas and come up with specific measures-the existing rules and regulations are reasonable and must be resolutely implemented; If it is unreasonable, correct it as soon as possible-and take the initiative to ask for supervision by public opinion.

2. Add Basketball Association Cup and lay out multi-level league structure.

Although the men’s basketball team suffered setbacks in two consecutive World Cups, at present, China is actually in a period of vigorous development of basketball. The attendance of CBA and NBL leagues is gratifying, CUBAL and Naigao leagues are both applauded and popular, and various grassroots competitions and online celebrity competitions, including Village BA, have great social influence. We can hold the Basketball Association Cup, on the one hand, to meet the needs of fans and online users idolize and Curiosity, so that more people can pay attention to and appreciate basketball; At the same time, it also builds a bridge between grassroots and professional players, so that grassroots players and young players have the opportunity to realize their dreams of challenging professional players and tell more touching basketball stories. In the future, if CBA expands its army, it can also take the performance of Basketball Association Cup as a reference for NBL team to upgrade.

In addition, chinese basketball association should also build a multi-level league system. The professionalization direction of China’s league should not be to imitate NBA. According to the current situation of basketball development in China, we should at least form a three-level or even more league structure. Such a structure can bring hope to low-level league teams, pressure and stimulation to CBA teams, form greater competition and enhance the intensity and level of the league.

3.CBA league duration changed to 40 minutes, in line with FIBA.

Specific to the competition system and rules, we don’t need to copy the NBA at all, but should be more in line with FIBA’s competition. The purpose of this is to ensure the intensity and wonderful degree of the competition, and to make China players adapt to the international competition environment. At present, except CBA, NBA and PBA League in the Philippines, the competition time of all major leagues is four quarters, each of which is 10 minutes. Chinese basketball association set the match for 48 minutes, which was based on the consideration of strengthening players’ physical fitness, as well as the need to serve advertisers and TV broadcasters. However, judging from the World Cup competition, the 40-minute high-intensity competition requires more players’ physical fitness. China players who have experienced the 48-minute competition system have no advantage at all, but they are very uncomfortable. Considering the demand of commercialization, CBA can appropriately increase the number of pauses and adjust the pause time on the basis of FIBA competition to ensure the interests of TV broadcast and advertisers.

In terms of rules and interpretation of rules, it is also necessary for CBA to be consistent with FIBA, so that players can adapt to the international competition. We also suggest that chinese basketball association keep close contact and exchange with international referees, conduct business discussion and study, and invite foreign whistle law enforcement competitions if necessary, which is also a necessary step to strengthen international exchanges of referees and regain the right to speak in the referees.

At the national team level, although the results of this year’s World Cup are not ideal, there is no problem in organizing high-quality warm-up before the World Cup, which should be maintained and carried forward. We should ensure that national teams at all levels play a certain number of games with high-level teams every year, better understand international basketball from the perspective of actual combat, and try our best to narrow the gap between us and high-level teams in the world.

4. Resume foreign aid in Asia and gradually liberalize foreign aid restrictions in Asia.

Due to the epidemic situation and other reasons, perhaps based on the judgment of the China men’s basketball team’s fighting environment in Asia, CBA cancelled the foreign aid in Asia. However, it turns out that such changes have not limited the strength of opponents, but also reduced the overall level of CBA league. The strength of many games is too clear, which not only leads to the decline of the wonderful degree of the league, but also provides a hotbed for match-fixing and tacit ball. Coupled with the policy of foreign aid for four people in four quarters, domestic players are under insufficient pressure in the league and have insufficient ability to resist pressure in international competitions. As a result, the strength of our league is not enough to support players to play their level in the international competition stage. In the current Olympic promotion rules, the Asian Cup no longer carries the task of going straight to the Olympic Games. We want to return to the Olympic stage and need higher training level and greater competition intensity.

Based on the above reasons, we suggest that CBA should resume its foreign aid policy in Asia, gradually and completely liberalize the restrictions on foreign aid in Asia, and consider increasing the rules for the use of other foreign aid from the current four sessions with four people to four sessions with six people, and even further increase the appearance time of foreign aid in the future. In addition, drawing lessons from the experience of European leagues, chinese basketball association should take the lead in establishing multi-level official intercontinental club competitions, including AFC Champions League, Asian UEFA Cup and Asian Youth Club Cup, so that as many teams and players as possible can get more opportunities for competitions, especially international competitions.

5. Further liberalize the flow of players and unlock them.

From August, 2021 to August, 2023, the "qi zhou Incident" brought great shock to China basketball, and also made China basketball encounter many rounds of substantive and image crises. Behind the qi zhou incident, people have great doubts about the legitimacy and rationality of the club’s "lock-in" with the D contract in CBA’s Regulations on the Management of Players’ Draft, Salary Cap, Employment and Transaction. In the absence of collective bargaining system, there is a lack of channels to express players’ interests in the interest game among CBA companies, clubs and players. However, in the case of fruitless appeal, qi zhou chose to bid farewell to CBA temporarily, and then there was no official competition for a long time, and the competitive state declined seriously, which had a great impact on the preparation and competition of the national team.

Chinese basketball association should demonstrate and negotiate with CBA company about the possibility of amending the current regulations, such as shortening the life of the mother team’s priority to renew the contract, and whether and how the mother team should be compensated. At the same time, CBA should further liberalize the flow of players, encourage clubs to rent players, especially young players, to places where there is a ball to play, form healthy competition, and avoid the phenomenon of not playing and not playing.

6. Formulate feasible incentive policies for studying abroad.

After qi zhou, China players never appeared in the NBA, but Japan has two players who play in the NBA at the same time, and the development and performance of these two players are quite bright, which makes many China fans feel envious. But this may just be the beginning. There will be seven Japanese players in the NCAA first-level league in the new season, while only four Chinese mainland players are Wang Junjie, Yu Hongkai, Zhang Chenzhifeng and Li Xinyi. Is our young players less talented than Japan? No, but because the Japanese Basketball Association and clubs are trying their best to send their children abroad. Their clubs are very open-minded and know that the level of B League is limited, and they will try their best to meet the personal development of players.

Professional players in China don’t want to go abroad because their competitiveness is weak and they can’t find a suitable position, and because playing abroad will be economically affected. It is difficult for the younger generation to go abroad because the club is unwilling to let go, and the players’ families are also worried. Although it has a good platform and a higher probability of success, its risk coefficient will definitely increase compared with staying in China.

In the face of such double difficulties, chinese basketball association must first realize that sending young players to a higher level is the most important and direct way for China basketball to get out of the trough; After that, we should formulate a feasible incentive policy for studying abroad, which should be both encouraging and affordable to the club and young players. Young players lack experience and judgment when faced with choices. The Basketball Association can set up a special working group for young players outside the country to provide suggestions and related services for young players to play abroad, track their development at any time, and provide suggestions when necessary to help players grow up. This group can also provide professional advice, videos and data analysis when some organizations organize young players to study abroad.

7. Gradually relax the right to operate CBA teams.

The Japanese men’s basketball team won the qualification of representing Asia through Paris in the World Cup, which also triggered a heated discussion among China fans. Such a record is not enough to show that the Japanese men’s basketball team is the strongest in Asia, but through the investigation of Japanese B League, we found many references for chinese basketball association and CBA companies. It can even be said that the process of Japan’s B League from scratch and on the right track provides us with an excellent sample of how to build a professional league. CBA has a lot of homework to copy, and the most important point is that B League regards self-financing as the most important admission standard: all professional clubs in B League must be profitable and cannot have deficits for three consecutive years, and the financial status of each club is audited by a third-party company.

In CBA, most clubs can’t make ends meet. Guangzhou Dragon and Lion Club released its financial report in April, and the team lost 26.095 million yuan in 2022. Many people attribute the losses of CBA teams to environmental, social and market problems, but it is difficult for you to explain why some MCN companies can make a lot of money in the vertical field of basketball. During the interview with the reporter of titan sports, a number of CBA club management members said that the reason for the loss was that the CBA league did not pay attention to the profitability of the team. The league attaches importance to the management of clubs, not only in words and documents, but also in formulating policies, setting up rewards and punishments, and promoting and guiding them. Specific management and marketing methods, such as match day activities, social media operations and community services, should also provide guidance to the club.

The second problem reflected by the club is that the CBA league is too tight in controlling the right to operate and the club lacks operational autonomy. On this issue, the practice of Japan’s B League is that only a few rights and interests, such as broadcasting rights and naming rights in the finals, are packaged and sold by the league, and most sponsorship contracts are negotiated by the team independently. You can also consider copying this assignment.

8. Construct a double pyramid system belonging to China basketball.

Many countries and regions, including China, have put forward the concept of "pyramid system" and regarded it as the core framework of project development. However, in Japan, both football and basketball have established a training system of double pyramid mode, two pyramids, facing the public and the elite respectively. Facing the public, it is oriented to stimulate interest and lifelong sports, and the pyramid of elite system is to cultivate national talents.

The advantage of the double pyramid structure is to avoid the concept of "victory first" in children’s adolescence. Japan’s juvenile training emphasizes that you can pursue victory, but you should also enrich your life and learn the necessary value of life. This is the real victory. After teenagers formed an interest in basketball and good habits, the pyramid for the elite began to select materials. The Japan Basketball Association will devote great energy to this, organize the best players of all ages in the country to conduct training, assemble the best coaches and use as many resources as possible to serve the future national players.

This elite model can be completely imitated by us: chinese basketball association can organize top athletes of all ages from all over the country to receive unified training during the winter and summer vacations and even the 11th holiday, and be taught by high-level coaches. According to different age groups, let these potential stocks get familiar with each other as soon as possible, and lay the foundation for future joint operations. On the other hand, the Basketball Association can invite some high-level teams of the same age from other countries to compete with these top domestic young players, so as to understand the development trend of world basketball and enhance the overall competitiveness of players and teams.

9. Prepare a youth training program that closely follows the development of world basketball.

Many European countries have a common feature in youth training, that is, the basketball knowledge and training received by young people from primary school are very consistent. This feature is also fully reflected in the Japanese men’s and women’s basketball team in recent years. It is precisely because of this reason that the Japanese men’s and women’s basketball team has played a respectable performance even if it lacks some core players.

Basketball training in our country is in an unprecedented golden period in recent years. Basketball Association attaches great importance to youth training, and parents of students are also willing to let their children play basketball. These are all very good phenomena, and they are also opportunities that need to be cherished and grasped. Behind this gratifying situation, there are also hidden dangers, one of which is that our basketball training lacks systematicness and unity. The reporter of titan sports visited a number of basketball training institutions, and most of the coaches interviewed didn’t know whether there was a basketball training program suitable for teenagers in China. Some coaches know that there is such a thing as an "outline", but they say that they use the training institutions’ own textbooks.

In fact, we have a set of "China Youth Basketball Training Syllabus", which was first published in 2012. In 2019, representatives of the Organizing Committee of the "Syllabus" expressed their intention to establish a basketball training syllabus with complete technology and in line with the education system from kindergartens, primary schools and secondary schools to universities. But so far, the staff of basketball associations in various places interviewed by reporters have said that they have not seen it yet.

If this outline is still being compiled, I hope that chinese basketball association will appoint experts who know more about the development of basketball in the world today to the organizing Committee; If this project has not been started or suspended, I hope that the Basketball Association will start or restart as soon as possible, organize a team with modern basketball thinking and cognition, and prepare a youth training program that keeps up with the development of world basketball.

10. Online coach training, providing free teaching videos.

What does advanced basketball look like? Through this year’s Men’s Basketball World Cup, many people have a perceptual knowledge while enjoying the wonderful games, which is also briefly described in the White Paper of Men’s Basketball World Cup of this newspaper. However, when the craze for the men’s basketball World Cup recedes, except for a few professionals, most people will not mention the current development status and trend of world basketball. Specific to the field of youth basketball training, managers and coaches of training institutions and coaches of school teams can care about the evolution of world basketball concepts and advanced basketball teaching methods.

Lack of scientific theoretical guidance, strict training and assessment system, and lack of mastery of modern basketball teaching methods lead to uneven coaching level, which is the biggest crux of youth training in China. Especially in the background of the combination of physical education and education, the level of school coaches and training is relatively low, which makes many children’s talents buried. A person in charge of a basketball association who is familiar with youth basketball said that basketball training is too hot now, and the gap of coaches is too big, not to mention passing on advanced basketball concepts, even the old methods can’t be trained.

Therefore, we suggest taking online training or even providing free teaching videos to expand the number of grass-roots coaches who receive training, so that coaches can understand the world basketball trend and master the training direction and methods. Today, short basketball videos are very popular, and the real systematic basketball teaching video was directed by Zhang Weiping for CCTV in 1990s. Basketball Association should organize shooting open-source teaching videos with modern basketball vision and teaching methods as soon as possible. Such free teaching videos can not only be learned by grass-roots coaches and school teachers, but also be downloaded and accessed by parents of students, so that more children can receive a good basketball education from an early age.

"Heroes" competition, "Zhangjiang Cup" basketball league shows the charm of science and technology workers.

Make a neat move,

Basketball draws a perfect arc in the air,

It rained for three minutes outside the three-point line.

Show the excellent shooting skills of the players;

The players in the competition walk skillfully,

Accurate shooting, vigorous posture,

Every time a basketball crosses your fingertips and flies to the basket to get into the net,

The audience also burst into applause and cheers.

On September 16th, 2023, the 12th "Zhangjiang Cup" Basketball League ushered in an exciting final moment. 92 teams participated in more than 230 competitions, which lasted for more than 2 months. Finally, 12 teams from Grade A, Grade B and competitive entertainment groups stood out and entered the finals. They are full of enthusiasm to fight for the first place in the competition field, showing the high-spirited enterprising style of "team surpassing" in Zhangjiang Science City.

This basketball league is directed by Shanghai Zhangjiang Science City Construction Management Office, Zhangjiang Town People’s Government of Pudong New Area, Shanghai Zhangjiang (Group) Co., Ltd. and Shanghai Zhangjiang High-tech Park Development Co., Ltd., hosted by Shanghai Zhangjiang Culture Holdings Co., Ltd., undertaken by Zhangjiang Park Federation of Trade Unions and Shanghai Zhangjiang Culture Media Co., Ltd., and assisted by Zhangjiang Science City Chamber of Commerce.

After several hours of fierce fighting, Team 1 of Shanghai Dagao International Logistics Co., Ltd., Shanghai Ronghang Information Technology Co., Ltd. and Modu Bus won the third place in the first division respectively.

Dagao International won the championship of Group A, which is the best result of Dagao International since it participated in the "Zhangjiang Cup" basketball league in 2012. Yong-quan Chen, the founder and chairman of Dagao International, led the team in the "No.18" uniform. "The Zhangjiang Cup Basketball League has not only boosted the morale of Zhangjiang enterprises, but also built a platform for communication and exchange. We are very willing to participate in such activities. Through this platform, you have the opportunity to have technical exchanges with other enterprises, and you may even have business contacts in the future. " Yong-quan Chen said.

The "Enterprise Service Star" who won the championship in Group B of this basketball league is an old basketball team. The team said that basketball is a sport that embodies the spirit of teamwork, and the cohesion of the company is getting stronger and stronger during the activity, which encourages the employees of the company to "never give up, never give up", strive for progress, and unite and cooperate with each other.

Since its establishment in 2009, the "Zhangjiang Cup" basketball league has been successfully held for 12 sessions. As a brand event of "Zhangjiang Sports Season", enterprises, institutions and employees of Zhangjiang Science City have been actively participating in it.

Mr. Li is an "old Zhangjiang" who has been paying attention to it since the first competition. He believes that the "Zhangjiang Cup" basketball league has become more and more exciting, which has set up a stage for Zhangjiang enterprises, which is conducive to improving their visibility and strengthening teamwork within enterprises.

In recent years, in Zhangjiang, all kinds of cultural and sports activities have continued. Apart from the "Zhangjiang Cup" basketball league, there are also activities such as dragon boat races, badminton competitions and "enjoying Zhangjiang masters into Zhangjiang". In addition, NES Zhangjiang International Community, Zhangjiang Science Hall, Zhangjiang Drama Valley and other cultural IPS are also emerging one after another, which transforms the "flow" of style into the "reservation" of industry.

According to the Tenth Five-Year Plan for the Development of Zhangjiang Science City in Shanghai, Zhangjiang is making every effort to build a vibrant city, strengthening the compound utilization of sports activities and ecological space, planning a number of outdoor bicycle lanes and waterfront bicycle lanes, building a number of ball venues, swimming pools and fitness centers, and supporting the holding of sports events and mass sports activities. The science city is becoming more livable, suitable for business, suitable for travel and music.

Text: Yang Zhenying

Editor: Wu Yan

Reprinted from Pudong and released the official WeChat.

Editor-in-Chief: Qin Hong

Text Editor: Dong Siyun

Author: Pudong release

The stars are dim! The American men’s basketball team lost to the sparring team in succession, but coach Cole said it was "tradition"

The high-profile American men’s basketball team has concentrated in Las Vegas to prepare for the Men’s Basketball World Cup. These days, the American men’s basketball team is playing a warm-up match with the sparring team for 10 minutes in two consecutive games, but the American men’s basketball team has lost to the sparring team, which makes the outside world have more worries and even doubts about this team that lacks star flavor. However, coach Cole has different views on this. He thinks that the American men’s basketball team has always been like this before, and losing during the preparation period has become a "tradition".
In the face of this year’s World Cup, NBA bigwigs are still uninterested. At present, the established American men’s basketball team lacks absolute superstars and is even regarded as the worst team in history by the outside world. It is true from the talent of players. The core lineup of this American men’s basketball team includes Ingram, Halliburton, bridges and Jackson. Although they are all-star players, they are still far from superstars. Comparatively speaking, the coach lineup of the American men’s basketball team is luxurious, with Warriors coach Cole in command, Clippers owner Bruu and Heat coach Spostra, who are NBA champion coaches.
All the players of this mediocre talent American men’s basketball team are playing the World Cup for the first time. People are not optimistic about what they can do. The fact that this team lost to the sparring team in a row during the concentration period aggravated the worries of the outside world.
However, Cole did not agree. He said, "This is a tradition of the American men’s basketball team, and everyone knows about it. In 2019, that is, in the last World Cup, the sparring team kicked the ass of the team. This is the point. You want the best players to join the sparring team to challenge you. This is what the sparring team is doing now. "
The 2019 Men’s Basketball World Cup was a disgraceful record of the American men’s basketball team. At that time, there was also a lack of heavy players to help them, and they finally got the seventh bad result. However, when the American men’s basketball team went to the Tokyo Olympics and many superstars returned, they won the Olympic champion as they wished. At that time, Cole was an assistant to the American men’s basketball team, assisting the then coach Popovich. Now Cole, who is the coach, is likely to go back to the past.
Text/Beiqing Sports Song Xiang

The fans want it, but why can’t Mane return to Liverpool?

(ball game) fanWhat children want, but why?ManetCan’t go back to Liverpool

Sadio mane’s return to Liverpool is difficult in reality.

A world-class winger from Senegal. Although the posture of 174cm is not excellent, he can paralyze the opponent’s defense with explosive speed and gorgeous personal ability. As an African, he has excellent athletic ability, and his ability to finish in a box and cooperate with his teammates is an outstanding standard attacker.

After growing up in the local league, he entered the European stage. In 2011, he went to the French Metropolitan Team, made 19 appearances in the first division, scored 1 goal and assisted 1 time, which showed the possibility. Later, he moved to Salzburg, Austria, where Poten broke out. In the first year of his transfer, he scored 16 goals and assisted 9 times in 26 league games, and joined the League 10-10 Club in 2013-14.

Thanks to this performance, he successfully entered the major leagues. The destination is Southampton. The league level has risen sharply, but for Manet, there is no need to adapt. Manet scored double-digit goals in the league, which attracted the attention of all teams and continued to perform in the 2015-16 season. Therefore, people’s attention was quickly contacted.

The winner is Liverpool, coached by head coach klopp. Manet, who grew further in klopp’s coaching system, established a solid offensive line with mohamed salah and Hoberto Pilmis Nu, and directed Europe. In the 2018-19 season, he scored 22 goals in the league and became the top scorer. Together with Liverpool, he won the league and the European Champions League (UCL). Although it was somewhat depressed, it ushered in the "second heyday" after changing its position to center.

Before this season, he started a new challenge. He left Liverpool for Bayern Munich, Germany. Munich sent robert lewandowski and placed high hopes on Manet.

But the activity is minimal. Including the cup, he played in 37 games, but only scored 12 goals and assisted 6 times. Recently, it also committed violence against leroy sane, and even caused a lot of talk.

In the end, the transfer rumors were blown within a season. Therefore, there are rumors that he will return to Liverpool.

However, danny murphy, a panel discussion group in the British media Talk Sports, denied the possibility of Manet returning to Liverpool. He said: "The fans want Mane to come back, but it is very difficult in reality. Liverpool already have five or six strikers. In addition, Liverpool still has a lot to add. Attack is not a position that needs to be strengthened. They badly need to bring in midfielders.

As Murphy argued, Liverpool’s offensive lineup is saturated. Even if Pilmis Nu left at the end of this season, five players, including Leonardo Nunez, Salah, Diogu Zota, Cody Corner Gun and Luis Diaz, immediately felt the fighting capacity.

The second vertical racing competition in Xihu District of Hangzhou started.

Recently, the second vertical racing competition in Xihu District of Hangzhou started in EAC Europe and America Center. The theme of this competition is "Dedicated to the Asian Games", which aims to enrich the amateur cultural and sports life of building workers in Xihu District, show the healthy style of residents in Xihu District, and welcome the arrival of the Hangzhou Asian Games.

Vertical racing takes the stairs of high-rise buildings as the runway, which is a new urban fitness sport. The race runs from the starting point on the first floor to the end point on the top floor of the building, and an effective timing technology system is adopted. In the competition, participants can not only experience the pleasure of climbing mountains, but also reduce the influence of the weather.

It is understood that about 100 people participated in this competition, and the players on the scene were divided into groups of men and women, and finally the third runner-up was decided. Wang Yong, a contestant, said: "Vertical racing is a very interesting sport, which not only tests your physical fitness, but also requires good coordination and psychological quality." "I experienced the fun of competition and realized that I still have a lot to improve in training and preparation." Contestant Zhang Jianhua said. (Yang Ling/graphic)

Infrastructure for training AI to solve common problems

In order to train artificial intelligence models that can solve common problems, infrastructure is needed to provide support. These infrastructures are usually composed of hardware, software and tools to improve the efficiency and accuracy of model training. This article will introduce the infrastructure for training AI to solve common problems.

I. Hardware infrastructure

When training artificial intelligence models, it is usually necessary to use high-performance computing hardware to provide support. The following are several common hardware infrastructures:

  1. CPU: The central processing unit (CPU) is a general-purpose computing hardware, which can be used to run various types of software, including artificial intelligence models. Although the performance of CPU is relatively low, it is still useful in training small models or debugging.

  2. GPU: A graphics processor is a special computing hardware, which is usually used to process images and videos. Because of its highly parallel structure, GPU can provide higher computing performance than CPU when training artificial intelligence models, so it is widely used.

  3. TPU: Tensor processor is a kind of hardware specially used for artificial intelligence computing, developed by Google. The performance of TPU is higher than that of GPU, and it is suitable for large-scale artificial intelligence model training and reasoning.

Second, the software infrastructure

In addition to hardware infrastructure, some software tools are needed to support the training of artificial intelligence model. The following are some common software infrastructures:

  1. Operating system: Artificial intelligence models usually need to run on an operating system, such as Linux, Windows or macOS.

  2. Development environment: Development environment usually includes programming language, editor and integrated development environment (IDE) for writing and testing artificial intelligence models. Common development environments include Python, TensorFlow, PyTorch and Jupyter Notebook.

  3. Frames and libraries: Frames and libraries provide some common artificial intelligence model algorithms and data processing tools, making model development and training more convenient. Common frameworks and libraries include TensorFlow, PyTorch, Keras and Scikit-Learn.

Third, the tool infrastructure

In addition to the hardware and software infrastructure, some tools are needed to support the training of artificial intelligence models. The following are several common tool infrastructures:

Dataset tool: Dataset tool is used to process and prepare training datasets, such as data cleaning, preprocessing, format conversion, etc. Common data set tools include Pandas, NumPy and SciPy.

2 Visualization tools: Visualization tools are used to visualize the training process and results to help users better understand the performance and behavior of the model. Common visualization tools include Matplotlib, Seaborn and Plotly.

Automatic parameter tuning tool: The automatic parameter tuning tool is used to optimize the parameters of the model to improve the performance and accuracy of the model. Common automatic parameter tuning tools include Optuna, Hyperopt and GridSearchCV.

In short, training artificial intelligence models to solve common problems requires the use of a variety of infrastructures, including hardware, software and tools. These infrastructures are designed to improve the efficiency and accuracy of model training, so that the model can better solve various practical problems. In practical application, users need to choose the appropriate infrastructure according to specific requirements and data characteristics, and design and implement it accordingly.

I started as James, who played as a center: I was almost eliminated by Chelsea Youth Academy that year.

Chelsea defender Reese James said in an interview that he was almost eliminated by Chelsea youth training in the past and revealed that he started as a striker.

James said: "I signed for Chelsea when I was about eight or nine years old. I stood out among my peers. We have Du Qiong Sterling, martel Croasdale, Ryan Brewster, Jamie Cumming, Mark Gay and Connor Gallagher, and several of us have succeeded."

"All of us dream of playing for Chelsea, but when we were growing up, people knew it was difficult to get into the first team because not many people could do it in recent years. We knew what we wanted, but it was difficult to achieve at that time. "

"But when Lampard was the head coach, he really helped the youth training and the first team to cooperate better. Even now that he has left, the youth training and the first team still maintain his legacy, as evidenced by the addition of some young players last season. They got the opportunity and completed their first show, which is both recognition for the players and affirmation for the staff. "

"When I was growing up, I was a striker. I admired Drogba and I always admired him. I just want to score goals and celebrate like him. I stopped playing as a striker at the age of eleven or twelve and started to develop in the midfield. I stayed there for three or four years, and then I found myself suitable to play as a right-back at the age of fifteen. I hated this position at first. Until one day, I suddenly felt adapted to this position and began to really enjoy it, about seventeen years old. But it really takes me a long time to get used to this position. When I don’t want to play this position, this position often makes me feel depressed.

"But right-back is the position where I play the most now, and it is also my favorite position. I have hardly played in other positions. I have been there since I joined Chelsea, but when I was fifteen or sixteen, I was almost eliminated. I am probably one of the worst players in that age group, and they are not sure how I will develop. When they offered me a new contract, they took great risks. I must try my best to prove that I can play football and achieve my goals. "