Personalized Programming Learning Support Method Based on Deep Learning Technology

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In 2022, the following achievements were reached:1. The data with students' programs and corresponding grading results and comments for each has been collected. It is from two registered class homework assignments in the author's university.2. A software engineer (Victor KHAUSTOV) was hired for about six months to process the data mentioned in "1". The processed data has been anonymized with the students' names and ID numbers. Additionally, a machine-learning environment has been set for data training.3. The paper ("A Model to Automatically Evaluate Beginners Programs Based on Syntactic Knowledge Point and Deep Learning Technology") has been published in an international conference proceeding ("2022 Joint 12th International Conference on Soft Computing and Intelligent Systems and 23rd International Symposium on Advanced Intelligent Systems").