Jul 1, 2026· Applied Mathematics & Information Sciences
Multimodal Deep Neural Network for Suicide Risk Classification Using Audio and Facial Features
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@A5yl6ek
ML Engineer · ALLDATA LLP
ML Engineer focused on LLMs, RAG systems, and productionizing ML with FastAPI, vector DBs, and MLOps. I'm especially interested in NLP and multimodal deep learning, with published research on speech emotion recognition and mental-health risk assessment.
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I research multimodal deep learning for mental-health assessment â detecting suicide risk, depression, and emotion from text, audio, and video using transformer ensembles and fine-tuned LLMs on real clinical and speech-emotion datasets.