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From Sound Waves to Mental Wellness: Building a Speech Emotion Recognition (SER) System with CNN and FastAPI
음성 감정 인식(SER) 시스템 구축: CNN과 FastAPI를 활용한 정신 건강 모니터링
Why it matters
This tutorial demonstrates building a Speech Emotion Recognition (SER) system called a 'Depression Prevention Lab' that analyzes vocal audio to detect emotional distress. It uses MFCC feature extraction from audio files, a 1D CNN for emotion classification, and FastAPI for real-time API serving, forming a pipeline from raw audio input to emotional health monitoring and intervention.
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Speech Emotion RecognitionCNNFastAPIMFCCmental wellness