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ML Computer Vision Engineer – End-to-End Vision Systems

2 weeks ago

NorthEast Region, Singapore ST Engineering Full time $90,000 - $120,000 per year

We're looking for a hands-on ML CV Engineer to lead the development and deployment of robust, production-grade computer vision pipelines. In this role, you'll own the full lifecycle of CV models - from data curation and preprocessing, through model training and evaluation, to deployment, monitoring, and automated retraining.

You'll play a critical role in ensuring our vision systems remain accurate, responsive, and scalable under real-world conditions. Your work will directly impact applications involving image classification, object detection, segmentation, and other visual inference tasks.

This is a role for someone who thrives in full-stack ML development, combining deep modeling expertise with disciplined engineering and deployment practices.

Key Responsibilities

End-to-End Vision Systems

●      Build computer vision pipelines covering data ingestion, cleaning, augmentation, and preprocessing.

●      Train and optimize CV models (classification, detection, segmentation) with PyTorch, TorchVision, and modern frameworks (YOLO, Detectron2, MMDetection, DINO).

●      Automate evaluation workflows to benchmark performance and detect drift over time.

Production Deployment & Integration

●      Deploy models with containerized environments (Docker, TorchServe, ONNX Runtime, BentoML) and expose via APIs (REST/gRPC).

●      Collaborate with engineers to integrate models into larger platforms with reliability at scale.

Automation & Orchestration

●      Design automated pipelines for data validation, retraining, and deployment (RPA).

●      Implement workflow orchestration with Airflow, Prefect, or Dagster for scheduled training, monitoring, and failure recovery.

Monitoring & Reliability

●      Monitor production performance, detect drift, and handle recovery gracefully.

●      Build alerting and observability with Prometheus, Grafana, or OpenTelemetry.

Collaboration & Tooling

●      Contribute to MLOps tooling for reproducibility, experiment tracking, and data versioning (MLflow, wandb).

●      Work with AI Engineers to ensure clean integration with orchestration frameworks.

Must-Have Skills

● years of ML or CV engineering, including 3+ years building production-grade vision systems.

●      Strong knowledge of CV tasks and architectures (classification, detection, segmentation).

●      Proficient in PyTorch, TorchVision, Albumentations, and modern CV frameworks.

●      Proven experience training and tuning models on real-world datasets.

●      Skilled in production deployment (Docker, TorchServe, ONNX Runtime, BentoML, Kubernetes).

●      Strong software engineering foundation: clean Python, Git workflows, testable architecture.

●      Experience with ML orchestration tools (Airflow, Prefect, Dagster).

●      Familiarity with monitoring and alerting systems for ML models.

What We Offer

●      Small, agile team (5–6 engineers + interns) with autonomy and real ownership.

●      Startup feel with a big company resources:

○      International environment where the majority of the team and leadership is from startups or big international corporations and from various countries.

○      Low-bureaucracy, high-impact startup environment where your code directly supports next-gen AI deployment.

○      Experimentation and self-development are in our culture

○      Knowledge sharing and collaboration

●      Direct collaboration with top AI researchers and computer vision scientists.

●      Hybrid work setup: ~2–3 days in office per week.