The advent of the era of large models has provided a solid foundation for the application of artificial intelligence in the industrial field.
Recently, Tencent Research Institute released the “Industrial large model application report” (referred to as the “report”), the report pointed out that the industry is in the stage of moving from digital to intelligent, and the large model with its excellent understanding ability, generation ability and generalization ability, become the key force to promote industrial intelligence, is expected to expand artificial intelligence and industrial integration of new space.
8I74T400400.010-1 Under the guidance and support of the China Communications Industry Association, the report was co-authored by Tencent Research Institute and the Internet of Things Application Branch of the China Communications Industry Association, KPMG Enterprise Consulting (China) Co., LTD., and the five departments of Tencent Cloud Intelligence Industry. The report deeply analyzes the three construction modes and application scenarios of industrial large models, and analyzes the opportunities and challenges of industrial large models in promoting the development of industrial intelligence.
Large models bring new opportunities for industrial intelligence
The report points out that the rise of large models is expected to bring a new paradigm of “basic models + various applications” in the industrial field. With its excellent understanding ability, generation ability and generalization ability, large models can deeply insight into complex problems in the industrial field, not only understand and process massive data, but also dig out the laws and trends hidden behind the data.
Large model for industrial intelligence to expand new space. The large model is expected to explore new scenarios for the application of artificial intelligence in the industrial field and improve the penetration rate of artificial intelligence applications. For example, in the field of research and development design, large models can deeply mine and analyze massive data to provide more accurate and innovative ideas for product design. In the field of operation management, the large model can realize the monitoring and intelligent optimization of various links such as production process and supply chain management, so as to improve the operation efficiency and market competitiveness of enterprises.
8I74T400400.010-1 The application of large models needs to be deeply adapted to industrial scenarios. The advantage of large models is their strong generalization ability, which allows transfer learning on different domains and tasks without the need for retraining. However, it cannot fully capture the characteristics and laws of an industry or field, nor can it meet some specific application scenarios and needs, in the process of truly integrating into the industry, it is necessary to adapt to different industrial scenarios, and the core is to solve the three major problems of not understanding the industry, unfamiliar enterprises, and illusion.