Development and Design of College Students Based on Deep Learning
- DOI
- 10.2991/978-94-6463-568-3_40How to use a DOI?
- Keywords
- deep learning; psychological counseling system; personalized intervention; mental health assessment and intelligent assessment
- Abstract
This study aims to develop a psychological counseling system for college students based on deep learning to improve the accuracy and intervention effect of mental health assessment through intelligent psychological assessment, personalized intervention and real-time data acquisition. The research methods include the construction of hybrid deep learning model, combining LSTM and CNN algorithm to process multimodal psychological data, using reinforcement learning to optimize personalized intervention strategies, and using distributed microservice architecture and efficient data storage technology to realize the system stability and high concurrent processing ability. The results show that the system performs well in user satisfaction, mental health improvement rate and system performance, has the potential for large-scale application.
- Copyright
- © 2024 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - Peng Li AU - Jinlong Zhao PY - 2024 DA - 2024/11/27 TI - Development and Design of College Students Based on Deep Learning BT - Proceedings of the 2024 5th International Conference on Modern Education and Information Management (ICMEIM 2024) PB - Atlantis Press SP - 327 EP - 333 SN - 2667-128X UR - https://doi.org/10.2991/978-94-6463-568-3_40 DO - 10.2991/978-94-6463-568-3_40 ID - Li2024 ER -