Recommended Data shortage hinders the implementation of AI all-in-one machines, experts propose new paths for data component governance
2025-04-18 08:30:48

At the 3rd Digital Development Conference and Digital Economy Summit Forum held on April 17, Lu Zhipeng, director of the Data Development Committee of CCF (China Computer Society), introduced the new data solution that his team is developing, namely the data governance method based on data components. Lu Zhipeng said that DeepSeek has become popular this year, making models equal and artificial intelligence entering enterprises and society. A batch of DeepSeek all-in-one machines have been launched on the market. Some companies think that deploying the DeepSeek model on the server is an all-in-one machine, which can be used out of the box. As a result, after purchasing, customers found that it did not achieve the effect in the manual, which caused legal disputes. Lu Zhipeng said that his team sorted out the business logic of six high-quality data constructions, including scenario demand analysis and data resource investigation, data collection and governance, domain high-quality data set construction, domain knowledge base construction, model fine-tuning and training, and model application, and finally formed an all-in-one machine solution. After deployment and scenario-based fine-tuning, the model answering logic and fluency have been improved. In addition, data governance based on data components eliminates the concerns of enterprise departments about not sharing data, breaks data silos, and supports enterprise digital transformation.
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