16h ago

Machine Learning Engineer

Singapore

โœจ $80k-$180k / yearest.

full-timesoftware

๐Ÿ›  Tech Stack

๐Ÿ’ผ About This Role

You'll build and scale data pipelines for large-scale video and multimodal model training at Cantina, a social AI company. Your work will directly power how characters come to life in real-time. You'll own the full pipeline from raw content to training-ready datasets, focusing on speed, reliability, and cost-efficiency.

๐ŸŽฏ What You'll Do

  • Design and scale distributed data pipelines for preprocessing and dataset generation
  • Own workflow orchestration, job scheduling, monitoring, and failure recovery
  • Implement and maintain containerized pipeline infrastructure using Kubernetes
  • Optimize cloud-based data storage and movement across providers for cost and efficiency
  • Define and implement best practices for dataset storage layout, versioning, and caching

๐Ÿ“‹ Requirements

  • Hands-on experience with large-scale data systems and pipelines for machine learning
  • Experience with distributed data processing frameworks like PySpark or Ray
  • Familiarity with containerization and orchestration using Docker and Kubernetes
  • Experience with cloud-based storage and compute (AWS, GCS, or Azure)

โœจ Nice to Have

  • Experience with VLM-based captioning or quality/aesthetic scoring models for video/image
  • Familiarity with CLIP-based or embedding-based filtering techniques
  • Proficiency in video/media processing tools like FFmpeg, PyAV, or OpenCV

๐ŸŽ Benefits & Perks

  • ๐Ÿ’ฐ Competitive salary and generous company equity
  • ๐Ÿ–๏ธ Personal time off and paid holidays
  • ๐Ÿฅ Health insurance
  • ๐ŸŒ Global travel insurance
  • ๐Ÿ’ต Monthly spending stipend: $500 (~S$635)

๐Ÿ“จ Hiring Process

Estimated timeline: 2-4 weeks ยท AI estimate

  1. 1Recruiter Callยท 30 min
  2. 2Technical Interviewยท 60 min
  3. 3Hiring Manager Interviewยท 45 min
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