Machine Learning Intern
cantina · Singapore
Job description
About the role
Cantina Labs, a social AI company, is expanding its research lab in Singapore and seeks a Machine Learning Intern to contribute to next‑generation video generation models. The three‑month onsite internship starts in October 2026 (or January 2027) and offers ownership of a well‑defined research or engineering problem under a senior mentor.
Key responsibilities
- Develop reward models to improve aesthetics, motion quality, temporal consistency, and prompt adherence.
- Study base‑model behavior and use findings to inform post‑training outcomes.
- Design rigorous evaluations and conduct large‑scale experiments on generative video models.
- Build systems for ingesting, preprocessing, curating, and delivering large‑scale video datasets.
- Develop distributed pipelines for dataset generation, deduplication, and refreshes.
- Improve reliability, reproducibility, and efficiency of data and model‑training workflows.
- Build tooling for video and multimodal data using FFmpeg, PyAV, DALI, or OpenCV.
- Contribute to evaluation harnesses, model integrations, and research tooling.
Required profile
- Pursuing a bachelor’s or master’s degree in computer science, engineering, machine learning, or a related field.
- Experience building data pipelines, ML infrastructure, or distributed systems through research, coursework, open‑source contributions, or prior internships.
- Familiarity with tools such as Ray, PySpark, Airflow, Docker, Kubernetes, and cloud platforms (AWS, Google Cloud, Azure).
- Understanding of data throughput, storage layout, caching, monitoring, and failure recovery.
- Proficiency in Python and interest in reliable large‑scale machine learning systems.
Required skills
- Python
- Ray
- PySpark
- Airflow
- Docker
- Kubernetes
- AWS
- Google Cloud
- Azure
- FFmpeg
- PyAV
- DALI
- OpenCV
What we offer
- A defined project and senior mentor from day one.
- Weekly one‑on‑one meetings and clear milestones.
- Compute allocation for research and potential first‑author publication.
- Support for conference travel if a paper is accepted.
- Competitive monthly stipend.
- Visa and travel support for eligible international candidates.
- Housing support for qualifying interns in Singapore.
- Equipment and resources needed for the work.
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Published 2 hours ago
Expires 1 month from now
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cantina
Singapore