The current educational infrastructure environment is trying to change in line with the 21st century. As the importance of computational thinking, software, and artificial intelligence education gradually increases in the trend of using subject-centered curriculum, experience-oriented curriculum for learners is spreading. Since a general curriculum do not consider basic knowledge and difficulty of individuals but run the education by following the setup, it has limitations in realizing high satisfaction of learners and providing an effective education. Accordingly, this study uses online self-diagnostic data for learners based on AI education, which is the core of the future curriculum, to diagnose individual competency and difficulty, and develops a curriculum recommendation system that recommends personalized learning contents according to personal level of the learner.