AI Research Engineer – Vision Language Model, 체험형 인턴
Employment Information
Job Description
AI Research Engineer for Vision Language Model focusing on multimodal AI solutions at Upstage. Involves data collection, model training, and cross-team collaborations.
Responsibilities:
- 데이터 수집 파이프라인 설계 및 구축
- 멀티모달 데이터(문서 이미지, 현장 사진, 차트 등)의 수집 및 필터링을 포함한 데이터 수집 파이프라인 설계 및 구축
- 데이터 품질 향상을 위한 전처리 및 개선 기법의 연구·적용
- 데이터팀과의 협업을 위한 Human-in-the-loop 기반 어노테이션 워크플로우 설계 및 운영
- 대규모 Multi-modal representation learning 및 Cross-modal pretraining 기법의 연구 및 적용
- 다양한 질의응답 태스크에 대응하기 위한 Instruction tuning 전략 개발
- 학습과 추론 효율을 고려한 모델 구조 개선 및 최적화 기법 연구
- 문서 중심 VLM 모델의 성능을 평가하기 위한 다양한 평가 기법 조사 및 적용
- 실제 사용 환경에 부합하는 새로운 평가 방법의 개발 및 도입
- 지속적인 개선과 확장이 가능한 내부 벤치마크 도구의 설계 및 구현
- 연구 결과를 탑티어 국제 학회 논문 또는 오픈소스 코드 형태로 공유
- 최신 논문 재현 및 기법 도입을 위한 선행 연구 주도 및 팀 내 기술 공유
- 제품팀, MLOps팀 등과의 긴밀한 협업을 통한 모델의 실서비스 적용 및 시스템 통합
Requirements:
- 관련 분야 석사 혹은 박사 학위
- AI 문제를 정의하고 해결하는 능력
- 기초 머신러닝 알고리즘에 대한 깊은 이해
- Python, C++ 등의 언어를 활용한 강력한 프로그래밍 능력 및 Linux/Shell 활용 능력
- 컴퓨터 비전(CV), 자연어처리(NLP), 멀티모달 학습 최신 알고리즘 이해
- 주요 기계 학습 프레임워크에 대한 깊은 이해(예: TensorFlow, PyTorch)
- 다양한 협업 환경에서 일할 수 있는 능력
- 훌륭한 의사 소통 능력
Benefits:
- 음료 비용, 스터디룸 혹은 공유오피스 이용 비용 지원
- 업무 관련 소프트웨어, 도서, 교육 자료 등 성장에 필요한 비용 지원
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