Research on the Popularization of Marxism by Big Data Based on Attention Mechanism

The popularization of Marxism means arming the mind with Marxist theory and leading practice. The development trend of new productive forces driven by the big data technology system formed by big data, Internet, artificial intelligence, blockchain, etc. is unstoppable. In the era of big data, the trend of intelligent liberation of people's brain power has gradually taken shape and has gradually become an important scientific means to promote the popularization of Marxism. Using big data technology and attention mechanism to promote the popularization of Marxism has innovative advantages such as diversified communication paths, precise communication directions and quantifiable communication effects. But at the same time, it also has practical dilemmas such as the hidden dangers of communication security under the interference of data overload and overload transmission, and the inferior quality of communication content under the principle of low threshold access. The convolution neural network model based on attention mechanism can obtain better index relationship extraction effect in different Marx generalization test sets, and has better adaptability. From the extraction effect of Marx popularization of different label types, the effect of entity extraction is in the range of 88%-96%, and the effect of relationship extraction is relatively uniform. The model has good feasibility for the recognition of popularization evaluation effect.