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Machine Learning Computer Vision Engineer – End-to-End Vision Systems (2 contract years) - ST ENGINEERING IHQ PTE. LTD.

Machine Learning Computer Vision Engineer – End-to-End Vision Systems (2 contract years) - ST ENGINEERING IHQ PTE. LTD.

ST ENGINEERING IHQ PTE. LTD.D20 Bishan, Ang Mo Kio, SG
12 days ago
Job description

Roles & Responsibilities

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

  • 6+ 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 (Lazada, Gojek, IBM) 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.
  • Tell employers what skills you have

    Git

    Airflow

    Kubernetes

    Autonomy

    Modeling

    Pipelines

    Experimentation

    Segmentation

    Software Engineering

    Computer Vision

    Reliability

    Tuning

    PyTorch

    Python

    Docker

    Orchestration

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    Machine Learning Engineer • D20 Bishan, Ang Mo Kio, SG

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