分类归档 hanzhen

Artificial intelligence is "windy", how to make steady progress in the data labeling industry?

Recently, AI (artificial intelligence) has once again ushered in a wave with the fiery chat bots, and it is even called "it will trigger the next industrial revolution". During this period, the field of data annotation has also appeared in various fields, such as the high valuation of data annotation platforms, the surge in demand for text companies, and the beginning of the split of data annotation teams by AI manufacturers … To describe the data annotation industry in a network term, it is once again.

More demanding data labeling requirements

"Artificial intelligence will change the world, so who will change artificial intelligence?" This is the question of AI scientist Li Feifei. Fifteen years ago, the AI ? ? community generally believed that better algorithms could bring better decisions, but it was discovered in the real application process:

The breakthrough of the algorithm’s trajectory to the deep neural network has led to many application scenarios, and then more data can be used for training, and the computing power will be cheaper because of its mass production. The above process will also promote the algorithm’s further improvement. On the contrary, some industries have not produced data that can be used for training, which leads to the stagnation of algorithms and computing power in this field.

Algorithm, data and computing power complement each other and restrict each other.Fortunately, Li Feifei realized 15 years ago that even the best algorithm can’t be used without good training data that can reflect the real world. Therefore, in today’s explosion of Chat GPT, people not only pay attention to its algorithm, but also realize.In the wave of large model trainingThe demand for traditional data annotation is likely to decline, but at the same time, it isBring another higher demand for data annotation.

The "Obstacle" of Data Labeling Development

Data annotation is a very important part in the field of artificial intelligence, but it has not been established yet.Sound industry standardsTherefore, it is marked that the competition between companies is blindly fighting for low prices, and Party B who finally gets the project is often unable to undertake it. The chaos in the industry makes it difficult for labeling companies that survive in the cracks to develop in a positive direction, and the internal friction of the whole industry is tantamount to self-destruction.

At the same time, there are serious problems such as insufficient professional knowledge background, low understanding of the industry and low labeling efficiency, which are also obstacles to the development of data labeling industry. However, if we ignore the professional ability of data annotators, there will be a growing gap between the data annotator industry and the overall development trend of artificial intelligence. So, in the face of the difficulty of the development of data annotator industry, where should we start?

Starting with the cultivation of talents, it is a key step for enterprises that want to start a business in the field of AI data labeling to do a good job in the incubation of artificial intelligence trainers.

Industry development is difficult, and talent training is the foundation.

As we all know, the overall development of artificial intelligence industry is rapid, and the application fields and scenes are becoming more and more complex. Therefore, simple labeling work such as making a box and marking a point will soon be replaced by AI, and the labeling work in the future will only become more and more professional and complex. ChatGPT is a typical example, and people have realized AI education AI.

But in any field, talent training is always the first. For AI training, the quality of data labeling is of great significance. If there are inaccuracies or even errors in the labeling process, it is likely to lead to very serious consequences. Even if fully automatic AI tagging is realized in the later stage, the data annotators still need to participate in the auditing process, so the importance of AI artificial intelligence trainers as data annotators is self-evident.

When we want to enter the field of data annotation, we need to pay more attention to the relevant training of data annotation talents.

Personnel training of artificial intelligence trainers

Speaking of this, some people will think: I understand that talent training is actually a new model in the development process of the data labeling industry. If you want to start a business and prepare for team transformation, you need to find expansion projects for the company, and it is completely no problem to consider the project about the incubation of data labeling artificial intelligence trainers. Then, what if individuals want to become artificial intelligence trainers?

No problem, the purpose of the artificial intelligence trainer talent incubation project is to cultivate excellent data annotation talents, build excellent annotation teams, provide a systematic talent training system for the industry, and provide a channel for data annotators to continuously improve their professional skills. Therefore, this project has a cooperation entry point suitable for both individuals and teams.

Finally, I hope that more enterprises and individuals who are interested in the labeling business can pay attention to and join the artificial intelligence data labeling industry, and jointly participate in the development of talent training and recommendation industry in the data labeling industry.

Originally, people thought that the 0: 7 fiasco would be a blow to Tenghah. I never thought that there was no such thing. Tenghahe is not only energetic, but also obsessed with rebuilding the "Manchester United Dynasty".

On the contrary, due to this fiasco, Manchester United Club will invest huge sums of money to help Tenghahe complete the transformation of Manchester United. Among them, Harry Kane is one of the most important links.

This season, Harry Kane will be empty again. At present, he has only one year left on his contract with Tottenham Hotspur. As Levi, if you continue to cover Harry Kane, you may not get a dime.

So Bayern Munich and Manchester United came to find Levi. From Harry Kane’s point of view, Bayern is of course the best. Because Bayern can win the championship. This season, they may win the Champions League.

Levi, of course, wants Manchester United. Because Bayern has always been stingy. In fact, Manchester United’s real opponent is Paris Saint-Germain. Once Mbappé leaves Greater Paris, they must find a great striker. However, Mbappé may not leave Greater Paris soon.

In addition, Manchester United will permanently transfer to Sabitze for 18 million pounds, and then bring Mount from Chelsea.

Anyway, Tenghahe has made good luck. If we can get Harry Kane, Mount and other experts, it is really not a dream to rebuild the Manchester United dynasty. Rachford and Tenghahe partner, Manchester United’s front line will become very cruel!

Live on March 11th, early this month, the Paris official announced that Neymar will be absent for several months due to surgery on his right ligament, and the player has basically confirmed that he will be reimbursed this season.

The Pakistani media "Estardo" followed up on this. The media wrote: "Neymar underwent surgery in Aspetar Hospital this Friday, local time, and Rodrigo Lasmar, the doctor of Brazil’s national team, also participated in the operation. According to previous reports, the operation was successful and the recovery period of the operation will be four months. However, Paris has not announced whether the players will recover in the team or return to Brazil. "

（Jaden）

On March 11th, Beijing time, Lu Mi, a well-known football reporter, reported that Wei Shihao, Yan Dinghao and Li Yang basically decided to join the three towns in Wuhan. Lu Mi said that during the long negotiation period, the three towns in Wuhan have shown enough sincerity, stable investment and playing in the AFC Champions League are still quite attractive to international players. In fact, there is another point that everyone knows well, that is, the three towns have money and pay high salaries. Man struggles upwards.

After these three Guangzhou team players joined the Three Towns in Wuhan, there are now eight Guangzhou Evergrande players in the Three Towns in Wuhan, which can be said to be an out-and-out Evergrande II team. Therefore, it is logical that the Three Towns in Wuhan can enter the Guangzhou team and dominate the Super League. In the new season, in this way, there will be 10 international players in the three towns of Wuhan, accounting for half of the national team.

In the new season, there is no suspense about the champion of the Super League, and the three towns set their sights on the AFC Champions League and broke the AFC Champions League record of Guangzhou Evergrande in these two or three years. In addition, in terms of the national team, the performance of the national football team also depends on the three towns of Wuhan. It’s time to put an end to the useless remarks like that. The impact of the 2026 World Cup, the main lineup of the national football team has to rely on three towns in Wuhan.

In addition Earlier, according to media reports, the national football team will play several teaching matches with domestic teams during the training in Haikou, including the three towns in Wuhan on the 10th.

Now, according to media reports, This time, the national football team adjusted its warm-up plan, and the teaching match scheduled for yesterday with Wuhan Sanzhen team was temporarily cancelled due to various considerations. In fact, the fans are well aware that the national football team is afraid of losing to the three towns and losing face. After all, five foreign AIDS are now in the three towns of Wuhan. Coupled with the integrity of the three towns, it will not be merciful to the national football team, so the national football team chose to give up voluntarily.

On March 11th, 2023, Beijing time, the competitions in European football continued. In the 27th round of Premier League, Liverpool lost 0-1 to Bournemouth, and in the 25th round of La Liga, Real Madrid defeated the Spaniard 3-1. Next, let’s take a look at the simple battle reports of the two games.

Liverpool lost 1-0 to Bournemouth.

Liverpool, who fought away from home, gained the upper hand and frequently launched flank attacks to create threats. It was a pity that Gakpo grabbed the goal in front of the door and was blown offside. I didn’t expect Bournemouth to seize the opportunity to launch a long pass to counter Ouattara’s cross at the bottom, and Billing was unguarded to push and shoot the goal. It was really easy for the opponent to conduct the ball when there was a big problem in defense.

In the second half, Liverpool kept looking for a way to score goals. Finally, jota’s penalty area caused Bournemouth player hand ball, but Salah’s penalty was a bit outrageous, so the excellent opportunity was not grasped. In the following time, the two teams attacked and defended each other and didn’t score any more goals. Bournemouth, the last one in the game, won a 1-0 surprise victory and temporarily fled the relegation zone, but Liverpool’s play surprised fans. Manchester United, which was in a state of fierce victory with seven goals in the last game, thought they would be on the right track to fight more and more bravely.

Real Madrid reversed the Spaniard 3-1.

In the 7th minute of the game, Sanchez, who found the flank with a long pass in the backcourt, swept to the front of the restricted area. Jose Lu followed up and pushed the corner. courtois watched the ball fly into the goal and failed to make any save. The Spaniard scored quickly and made a dream start. In the 22nd minute, vinicius caught the ball from the side and shot the far corner to help the team equalize the score. Then Joan Ameni passed Militao’s header from the outside to finish the lead, and Real Madrid took a 2-1 lead at half-time.

Back in the second half, Real Madrid’s offensive, which led the score, gradually weakened, and the Spanish side did not have a good way to turn the situation around. In stoppage time, asensio seized the opportunity to score another goal to seal the victory. Despite the unfavorable start and quick goal loss, the team responded in time. Finally, Real Madrid scored 3 points in a 3-1 reversal, and they temporarily fell behind the top Barcelona by 6 points in the first game.

According to the World Sports News, it is almost impossible for Barcelona to introduce Bernardo Silva due to the club’s economic situation and the impact of fair competition in La Liga. However, as an alternative, the possibility of Barcelona introducing Gundogan has increased. The player’s contract will expire in the summer and has not been renewed.

Seat B is Harvey’s ideal candidate, and the player is happy to play for Barcelona, but Manchester City may ask for a transfer fee of 70 million to 80 million euros, and the salary requirement of seat B will not be lower than his current income in Manchester City, which Barcelona cannot afford. For Barcelona, the first-class replacement is Gundogan, who will turn 33 in October, but still at a high level.

Gundogan is also open to joining Barcelona, but negotiations are on standby until the impact of the financial fair competition policy becomes more clear. There is another replacement for Barcelona, parejo, who will turn 34 next month. His contract will expire in Ming Xia. He is still at a good level in Villarreal and knows La Liga very well.

At present, Gundogan’s priority is ahead of parejo’s, but it is not excluded that both of them will join this summer.