5 часов назад
Senior ML Research Scientist (Video AI)
Мэтч & Сопровод
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Описание вакансии
Текст:
TL;DR
Senior ML Research Scientist (Video AI): Developing multimodal foundation-model representations that connect temporal and spatial structure across full videos, clips, regions, and entities with an accent on spatiotemporal modeling, computer vision, and large-scale experimentation. Focus on designing training objectives and evaluation methods, integrating detection, segmentation, and tracking signals, and translating research into production capabilities.
Location: Hybrid role based in Seoul, South Korea, with work at the Itaewon office and Pangyo satellite office
Company
builds multimodal AI models and production infrastructure that understand video across sight, sound, and motion for media, entertainment, sports, security, and government applications.
What you will do
- Lead research on multimodal representations connecting temporal and spatial structure with semantic understanding.
- Develop models operating across full videos, clips, regions, and individual entities.
- Design training objectives, datasets, evaluation methods, and rigorous large-scale experiments.
- Use detection, segmentation, and tracking models as supervision or components for general-purpose representations.
- Partner with research and engineering teams to scale and ship new capabilities.
Requirements
- Strong research track record in computer vision, video understanding, multimodal learning, or a related field.
- Deep expertise in video foundation models, self-supervised or contrastive learning, embeddings and retrieval, temporal modeling, object-centric learning, detection, segmentation, or tracking.
- Strong hands-on skills in Python and PyTorch or an equivalent deep learning framework.
- Experience designing and running rigorous experiments at scale.
- Research impact through publications, production systems, or both.
- Ability to own ambiguous problems and collaborate across research and engineering; an MS with deep industry experience is typically a strong fit.
Nice to have
- Experience with open-vocabulary vision or dense and region-level representations.
- Experience with large-scale video training, data curation, or evaluation infrastructure.
- Experience translating research into production.
- Experience leading research projects or mentoring researchers.
Culture & Benefits
- Hybrid work environment combining autonomy and collaboration.
- Latest MacBook, home-office equipment support, and equipment replacement every three years.
- Unlimited LLM tokens for technical roles and an annual professional development budget.
- English education and a global buddy program.
- Corporate card allowance, office snacks, evening meal support, health screenings, group insurance, flu vaccination support, and a two-week paid year-end holiday break.
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