The implementation of large models in industry scenarios requires "individualized teaching"

Global Network Technology Report reporter LindyAt the recently held 2023 Zhongguancun Forum "Intelligence+Education" parallel forum, attending experts generally believed that with the development of artificial intelligence technology and the continuous heating of the popularity of universal large models, the education industry will be an important application field, and the form of education will also be reshaped.reporterCTO"Domain knowledge Model" To do a good job, one must first sharpen one's tools The results of the Ninth National Survey on the Status of the Workforce show that 21% of the total number of employees in the country have new forms of employment

Global Network Technology Report reporter LindyAt the recently held 2023 Zhongguancun Forum "Intelligence+Education" parallel forum, attending experts generally believed that with the development of artificial intelligence technology and the continuous heating of the popularity of universal large models, the education industry will be an important application field, and the form of education will also be reshaped.

reporterCTO"Domain knowledge Model"

To do a good job, one must first sharpen one's tools

The results of the Ninth National Survey on the Status of the Workforce show that 21% of the total number of employees in the country have new forms of employment. They are mainly distributed in areas such as transportation, life services, knowledge and skills, and are not only ordinary workers, but also creators and guardians of a better life.

Among them, vocational skills are undoubtedly the foundation for workers to settle down, especially for many flexible and new forms of employment workers, mastering and improving vocational skills has become an urgent task.

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For this reason, HikLearning has positioned its vocational education strategy as rooted in industry talent cultivation, with the vision of promoting lifelong learning in specific industries, while also better consolidating its competitive barriers. To address the above challenges, HikLearning insists on empowering education with technology and is upgrading its purely instrumental learning products.

It is reported that in the early days of its establishment, HikTok's approach to online education was "instrumental", which means moving traditional offline learning forms and tools online, forming a well-known digital product of "learning, practicing, answering, and assisting". Subsequently, Hexue began to explore "community-based" products, which provide users with micro courses that expand their horizons such as career development and learning methods through interactive live streaming and short videos, and promote spiritual communication between users. Now, Hi Xue hopes to create intelligent products that teach students according to their aptitude.

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According to data, in 2018, HikLearning launched the intelligent small class service product "Jingjin Xuetang" that restores offline classes. Based on small-scale samples and recommendation technology, it constructed a knowledge graph and recommended personalized learning products such as customized learning plans and intelligent reviews to users. As of now, Jingjin School has 2000 small classes, 120000 students, and over 50 million teacher-student interactions.

Data Peitong:Intelligent "Assistant" for Talents in the Construction Industry

It is worth noting that empowering the cultivation of talents in the construction industry through intelligent and digital means is a key area of focus for HikTech.

Cui Haobo pointed out that China has over 50 million construction workers, of which 3.9 million are intermediate workers. Hi Xue has approximately 2.6 million construction users annually. "After the application of our intelligence+education means, we aim to promote vocational education to industrial talent training, which is why we launched a digital solution for the development of talents in the entire construction industry, hoping to jointly promote the development of the lifelong industrial structure of the entire vocational education industry industry through a scenario based industrial talent learning system and a serious industrial talent evaluation system."

He further explained that unlike other industries, users of the construction industry (including infrastructure) spend most of their time on construction sites, even building tunnels in the mountains, so they face many difficulties in learning. There is a user who has to take their hard drive to the internet cafe at the foot of the mountain to download the courses every time they learn, and then take them to the construction site to complete their studies. Although the learning environment is harsh, they still persist in learning, which is also the motivation for us to continuously provide better services

It is understood that after two years of polishing and continuous cooperation and iteration with more than 30 construction enterprise clients, in 2021, HikTech officially launched a digital solution for the development of talent in the construction industry - Digital Peitong. With the positioning of "digital and intelligent service provider for talent development in the construction industry", HexueDepeiton promotes the life-long product stage of the vocational education industry industry by creating a scenario based industrial talent learning system and a serious industrial talent evaluation system through the means of "intelligence+education".

In addition to traditional vocational qualification training and certification services for mid to high level talents, HikTech also collaborates with construction industry enterprises to promote some improvement projects around mid to high level talents and skilled talents, such as talent cultivation for business talents, project managers, and other positions, to help construction enterprises provide solutions for talent skill enhancement.

"Domain knowledge Model"

In the entire process of building a large language model, the massive output of knowledge content results in knowledge without boundaries, which leads to many model hallucinations and serious answers to seemingly correct questions. In addition, computational cost is also an issue that cannot be ignored, which is a big challenge for many application dimension enterprises. "Regarding the application of large models, Cui Haobo believes, In the field of vocational education, knowledge learning is carried out through the use of small-scale vertical samples and fine-tuning techniques based on a universal large language model.

Specifically, he proposed that the large language model has three main application scenarios:

One is the production of lightweight content. A large language model that has undergone massive knowledge training and learning, with high-quality and high-speed knowledge extraction, knowledge induction, and summarization capabilities. Based on this, it can perform unified script output, generate micro course content, and write a teaching aid question bank. By utilizing the already mature AI image generation tool, you can also generate the images required for the course.

The second is an intelligent assistant. Because large models can build massive amounts of knowledge, by opening up internal knowledge bases to them, they can become responsive and friendly knowledge answering assistants. Not only for users, but enterprise employees can also use large models to produce, process, and fine tune daily development and work documents, making it convenient for employees to access and access internal knowledge at any time.

The third is teaching tools. Using AI for subjective question grading, scoring, and adaptive learning to help students achieve personalized learning.

Cui Haobo stated that based on a large model, HikTech will limit its knowledge boundaries to relatively vertical fields, which can effectively eliminate issues related to technology ethics and law, and empower it to improve the efficiency and effectiveness of the entire knowledge application in vertical scenarios, thereby bringing better empowerment to education.

Finally, he concluded, "In the future, HikTech will continue to deeply explore the field of vocational education, adhere to employment orientation, focus on the needs of industrial enterprises, and use intelligence+education as a means. Through linkage with industrial enterprises, we will jointly draw a new blueprint for the coordinated development of vocational education and promote the healthy development of vocational education in China

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