jobs in Optimum Solutions Pte Ltd

Optimum Solutions Pte Ltd Hiring! Full Time Computer Vision Engineer in - Ricebowl

Computer Vision Engineer

Optimum Solutions Pte Ltd

Undisclosed

Singapore

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Working Location

  • Singapore

Job Description

Responsibilities

Develop, evaluate and improve Computer Vision and machine-learning solutions using the existing codebase and delivery approach.


Scope of Work

  • Train, fine-tune and evaluate Computer Vision models
  • Prepare and maintain datasets, experiments, evaluation results and model artefacts
  • Investigate false detections, missed events, tracking errors and model degradation
  • Identify edge cases, define labelling tasks and review annotation quality
  • Analyse conditions such as layout, lighting, camera angle and crowding that may affect performance
  • Support model packaging, versioning, deployment, release and rollback activities
  • Perform retraining, threshold tuning and regression testing when required
  • Maintain model documentation, evaluation reports, limitations and handover materials.
  • Monitor model in production and maintain the model performance
  • Follow organization's privacy, security, data-retention and AI-governance requirements


Minimum Required Experience and Qualifications

  • Practical Python, deep-learning and Computer Vision experience
  • Experience with at least one Computer Vision workflow such as detection, classification, tracking, pose estimation or video analytics
  • Familiarity with frameworks such as PyTorch, TensorFlow, OpenCV or similar tools
  • Understanding of dataset preparation, model training, precision, recall, F1 and latency
  • Able to analyse model failures and recommend data, configuration or model improvements.
  • Familiarity with annotation tools and labelling quality checks
  • Good documentation and communication skills
  • Experience with Docker, MLOps, experiment tracking, ONNX, TensorRT or GPU inference is useful but not mandatory
  • Hospitality, F&B or camera-based analytics experience is useful but not mandatory


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