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음성 인식(ASR)과 음성 합성(TTS)의 최신 흐름을 정리합니다. HMM에서 CTC/어텐션, Whisper의 대규모 약지도 학습, 그리고 Tacotron에서 뉴럴 보코더와 코덱 언어모델까지 계보와 아키텍처 원리를 살펴봅니다.
Whisper
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- Published on
2024년 10월 Whisper Large v3 Turbo가 8배 빨라지고, Cartesia가 Mamba 저자들 손으로 90ms TTS를 만들고, Sesame의 Brendan Iribe가 "voice presence"를 들고 나오면서 2026년 음성 AI는 TTS·STT·실시간 에이전트 세 축이 모두 폭발했다. ElevenLabs V3부터 NVIDIA Parakeet 1.1, VOICEVOX, F5-TTS, Vapi/Retell까지 — 누가 무엇을 잘하고 무엇을 골라야 하는지 정리한다.- Published on
텍스트만 다루던 시대가 끝났다. 2025년 LLM은 이미지·문서·영상·오디오를 자연스럽게 처리한다. GPT-4o/Claude 3.5/Gemini/Qwen2-VL/Pixtral 비교, Document AI와 레이아웃 이해, OCR의 현대화, 비디오·오디오, 한국어 문서 특수성, 그리고 멀티모달 RAG까지. 실전 케이스로 정리한 한 편.- Published on
- Published on
음성 챗봇 구축의 모든 것. Whisper STT, TTS 엔진 비교, 실시간 음성 스트리밍 아키텍처, WebSocket 기반 양방향 통신, LLM 연동, 지연 시간 최적화와 프로덕션 운영 가이드까지 다룹니다.