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텍스트 하나로 학습된 LLM이 어떻게 이미지, 오디오, 비디오까지 이해하고 생성하게 되었는지 살펴봅니다. 모달별 인코더와 프로젝터, 통합 토큰 공간, any-to-any 흐름, 네이티브 멀티모달과 어댑터 접합 방식, 그리고 학습 전략과 벤치마크·한계까지 정리합니다.
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WebRTC의 모든 것! 핵심 API(getUserMedia/RTCPeerConnection), NAT 트래버설(STUN/TURN/ICE), 시그널링, SFU vs MCU vs P2P, mediasoup/Janus/LiveKit, Adaptive Bitrate, 음성 처리, 보안(DTLS/SRTP), 프로덕션 운영.- Published on
torchaudio로 오디오 로드, 스펙트로그램 변환, Mel 필터뱅크, MFCC, 음성인식(Wav2Vec2/Whisper), TTS, 화자 분리, 노이즈 제거까지. 오디오 AI의 모든 것을 PyTorch로 다룹니다.