With the rapid development of social economy, college graduates are facing more employment pressure. Based on artificial intelligence (AI), this paper constructs an innovation and entrepreneurship (IEN) information sharing system. On the source layer, through the analysis of multiple data sources, the objects and contents to be extracted are determined, and the extracted object data are transmitted to the data layer through the data collector; through the data layer, the structure of data table is simplified, which is convenient for data processing, mining and analysis. In the analysis layer, according to the needs of enterprise information application, AI analysis algorithm is used to process data; at the performance level, the method is combined with IEN decision-making, and it is applied to IEN projects. According to the specific situation of individuals, the career development trend and characteristics of individuals are analyzed. The processing time of the platform for different data is 2.19s for document information data, 1.36s for archive information log data, and 2.26s for user push information data. The IEN information sharing system based on AI is conducive to direct feedback on the overall situation of individuals and help college students better carry out IEN activities. © 2024 IEEE.
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