Computer Vision Engineer — AI Model Deployment

PERCEPT SOLUTIONS PTE. LTD.; Singapore; On-site; SGD 70,000 - 110,000; Full time

Job summary

PERCEPT SOLUTIONS PTE. LTD. in Singapore seeks a hands-on Computer Vision/Deep Learning specialist to build, fine-tune, and evaluate vision models. You will work with datasets, run experiments, and measure performance across key metrics, focusing on deployment readiness.

You will collaborate on annotation quality, edge-case analysis, and model governance, ensuring privacy and security practices while maintaining documentation and handover materials.

Qualifications

• Proficient in Python, deep learning and computer vision.
• Experience with CV workflows: detection, classification, tracking, pose estimation.
• Familiar with PyTorch, TensorFlow, OpenCV.
• Understanding dataset preparation, model training, precision/recall/F1, latency.
• Able to analyse model failures and suggest improvements.
• Familiar with annotation tools and quality checks.
• Experience with Docker and MLOps is a plus.
• Camera-based analytics experience is useful.

Responsibilities

• 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 privacy, security, data-retention and AI-governance requirements.

Skills

Python

Deep learning

Computer Vision

Model evaluation

Annotation tools

Docker

MLOps

ONNX

TensorRT

GPU inference

Tools

PyTorch

TensorFlow

OpenCV

ONNX

TensorRT

Job description

PERCEPT SOLUTIONS PTE. LTD. in Singapore seeks a hands-on Computer Vision/Deep Learning specialist to build, fine-tune, and evaluate vision models. You will work with datasets, run experiments, and measure performance across key metrics, focusing on deployment readiness.

You will collaborate on annotation quality, edge-case analysis, and model governance, ensuring privacy and security practices while maintaining documentation and handover materials.