What are the technical challenges of AI?

Chinese artificial intelligence is developing rapidly, and ** attaches great importance to artificial intelligence. The professional direction of artificial intelligence has scientific research, engineering development, computer direction, software engineering, applied mathematics, electrical automation, communications, machinery manufacturing, although the prospect of artificial intelligence is very good, but its difficulty coefficient is very high, the current demand for artificial intelligence talents is very large, compared with other technical positions, the degree of competition is reduced, and the salary is relatively high, therefore, now is a good time to enter the field of artificial intelligence. The development prospects of artificial intelligence are still very good, for several reasons, intelligence is one of the important trends in the future.

1. The development of the industrial Internet will inevitably lead to the development of artificial intelligence, and artificial intelligence technology will become one of the essential skills for people in the workplace.

At present, artificial intelligence has received extensive attention in the field of computing, and I believe that the application prospects will be more extensive in the future.

In the future, heavy, repetitive, uncreative, and artistic work will be gradually replaced by artificial intelligence, such as construction workers, drivers, couriers, nannies, bank clerks, customer service, warehouse managers, cashiers, cleaners, sales, etc.

As a product of scientific and technological innovation, artificial intelligence plays an increasingly important role in promoting the progress of human society, economic construction and improving people's living standards. After years of development, domestic artificial intelligence has achieved commercial and scale effects in the fields of security, finance, customer service, retail, medical and health, advertising and marketing, education, urban transportation, manufacturing, and agriculture.

Artificial intelligence is a technological product that requires a series of ultra-difficult tasks such as manpower, brainpower, development, advanced technology, and continuous research and experimentation. Of course, this kind of research is a development that is strongly supported by the state and the people. Its development has a very large international impact.

Artificial intelligence can also be defined as highly human-like, and although it is unlikely to have the same sensitive reaction and thinking ability as humans, artificial intelligence is research developed in accordance with the exploration of the structure of human thoughts, etc.

The main purpose of the development of artificial intelligence is to do complex, dangerous, difficult, repetitive and boring work for human beings, so artificial intelligence is designed and developed with human structure, and the country also fully supports artificial intelligence after it is well developed. Artificial intelligence is also being developed primarily to help and facilitate human life. Therefore, the definition of artificial intelligence has always existed to "assist humans".

The popularity of the concept of artificial intelligence has promoted the rise of many industries, such as domain names, many related. The top domain name has been registered.

In the future, there may be artificial intelligence in many traditional industries, such as banks, to help you get better returns. Artificial intelligence determines who can safely lend credit cards or other loans, and will repay the money. Then artificial intelligence can start to move, and you can enter industrial robots, commercial robots, and finally home robots.

The e-war special training camp launches a large number of programs every day, which is a bit overwhelming, all the programs are exciting, and everyone wants to participate, but their energy is limited, and they can't be included one by one for the time being, which is a bit regrettable. Last night, the teacher invited the gods of the financial and taxation circles to bring us a pleasing and wonderful program. When the times abandoned you, they didn't even bother to say goodbye.

1. Trends in the development and application of artificial intelligence.

The overwhelming spread of artificial intelligence is rapidly spreading around the world, and it is spreading with lightning in our working lives.

The meaning of artificial intelligence includes two parts: one is artificial and the other is intelligent. Simulation of human information processes.

Artificial intelligence is being developed and applied in various industries, such as bank business halls, tax bureau halls, unmanned restaurant waiters, Ma Papa's unmanned supermarkets, unmanned express delivery vehicles, and driverless cars.

1. Practical application of artificial intelligence technology.

2. Commercialization of artificial intelligence technology.

3. The impact of artificial intelligence applications on the employment of labor-intensive industries.

4. The impact of artificial intelligence applications on the employment of knowledge-intensive industries.

Second, the latest development trends of contemporary society.

1. Outsourcing, crowdsourcing and cooperation are becoming a new trend in the optimal allocation of resources.

2. International development and integration with international rules are the new trends of various reform measures.

3. Platformization has gradually become a new trend in the development of enterprises.

4. From the sharing economy to the sharing economy, it is a new trend in brand building.

3. Principles and methods for coping with the future general trend.

1. Emergence is better than authority.

2. Relay is better than thrust.

3. The compass is better than the map.

4. Risk is better than safety.

5. Disobedience is better than obedience.

6. Practice is better than theory.

7. Diversity is better than ability.

8. Toughness is better than strength.

9. The system is superior to the individual.

How to deal with the future megatrends.

1. The more the times change, the more important the lifelong learning mentality and innovative learning ability are;

2. Cultivate personal branding, provide differentiated value, and prepare for future changes.

As we all know, the current artificial intelligence technology is widely used in all walks of life, and has a certain improvement effect on these industries. If you want to apply AI technology more deeply, you also need to have a more thorough understanding of AI technology.

The ability of AI to process large amounts of data makes current AI technologies important for the retail industry, the need for causal drivers**, and risk assessment applications in the banking industry. In fact, the current AI system still faces many challenges, and these challenges also deeply affect the application and marketing of AI.

At present, the challenges faced by the application of AI technology include labeling training data, a large number of comprehensive data acquisition, interpretation of output results, and the universality of learning.

In terms of labeling training data, since the current AI system mainly adopts the supervised learning mode, it must spend a lot of time, manpower or money to label the data in advance, so it has become a disadvantage for the promotion and introduction of AI systems. In view of this disadvantage, many researchers have successively launched new algorithmic models, hoping to gradually achieve the goal of making data automatically labeled, so as to greatly reduce the investment of manpower and time.

In terms of obtaining a large number of comprehensive data leaks, it is not easy for many industries to obtain sufficient quantity and quality of data, so it will be difficult for industries with such data to be difficult to obtain.

As for the interpretation of the output results, it is difficult for AI systems to achieve at present. The reason for this is that AI systems can calculate the result, but they cannot explain how the result is obtained step by step, so the need to interpret the result has not been met until now.

As for the universality of learning, it is because AI models often have difficulty transferring learning experiences from Class A to Class B. This means that companies need to invest a lot of money to train new models, and even some similarities between Class A and Class B are unavoidable.

Recently, investment legend Warren Buffett expressed concern about the rise of artificial intelligence (AI) and compared it to the invention of the atomic bomb. This point of view has attracted wide attention from all walks of life. So, what should we make of this view, whether to see it as a warning, or just a concern?

First of all, Buffett's point is not out of nowhere. His concerns can be understood in two ways: the uncertainty of technology and the potential societal implications.

Technological uncertainties: Artificial intelligence is evolving much faster than we expected. In many fields, AI has replaced human work without being sleepy or noticing. Moreover, with the advancement of technology, the capabilities of AI are becoming more and more powerful, even beyond human imagination.

However, the development of technology often comes with uncertainty. Just like the invention of the atomic bomb, the original purpose of people was to use its immense energy to promote human progress, but it eventually led to the fear of nuclear war. Similarly, there are great unknowns about the development of artificial intelligence.

We can't tell how it will affect our lives and may even threaten the survival of humanity.

Potential societal impactsAnother issue of concern is the potential impact of AI on society. With the widespread application of AI, more and more human jobs may be replaced, leading to massive job losses. And the problem of unemployment may lead to social instability and contradictions.

In addition, the spread of AI may also exacerbate the gap between rich and poor in society, making wealth more concentrated in the hands of a few. This can lead to serious social problems and even social unrest.

How to deal with it? In the face of Warren Buffett's concerns and warnings, we should take proactive measures instead of falling into panic. Enterprises and individuals should be aware of the potential risks of AI and take measures to avoid adverse consequences.

First of all, the regulation of the field of artificial intelligence should be strengthened to ensure the safety and controllability of the technology. At the same time, it is also necessary to guide enterprises to assume social responsibility and pay attention to the impact of AI technology on society. Second, companies should pay attention to the safety and ethics of AI to ensure that the development of technology does not threaten human well-being.

At the same time, companies can also help employees cope with technological changes and improve their competitiveness through training and education. Finally, individuals should also recognize the challenges posed by AI and actively improve their skills to adapt to the changing times. In conclusion, Buffett compared the rise of artificial intelligence to the atomic bomb, reminding us that we should be concerned about the potential risks of technological development.

While giving full play to the advantages of AI technology, we should guard against possible negative impacts and ensure that the development of technology can benefit human society.