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Deep Learning-Based Approach to Detect Depressive Tendencies from Social Media Posts by Leveraging Advanced NLP Techniques and Multimodal Data Analysis

The results demonstrate that deep learning-based approaches outperform traditional machine learning methods in detecting depressive expressions from social media posts and suggest that AI can play a crucial role in early depression detection and intervention, contributing to proactive mental health care solutions.