AI - Machine Learning Engineer

PERCEPT SOLUTIONS PTE. LTD.; Singapore; Sur place; SGD 120 000 - 180 000; Plein temps

Résumé du poste

Percept Solutions PTE. LTD. in Singapore is seeking a software engineer to develop and maintain Computer Vision services, APIs and deployment tooling.

You will work across the stack from model inference to production monitoring in a fast-growing ML environment. The role emphasizes Python development, Linux containers, CI/CD, and collaboration with IT for infrastructure, security and release processes. You will write runbooks and documentation and help troubleshoot across application, model and

Qualifications

• Practical software engineering experience with services, APIs or system integration.
• Strong Python development experience.
• Experience with Linux, containers, version control, automated testing and CI/CD.
• Familiarity with monitoring, logging, databases, networking and production support.
• Able to troubleshoot across application, model and infrastructure layers.
• Good documentation and communication skills.
• Experience with Kubernetes, Azure, GPU workloads, video streaming or on-premises deployment is useful but not mandatory.
• Experience with ML inference, ONNX, TensorRT or Triton is useful but not mandatory.

Responsabilités

• Develop and maintain Computer Vision services, APIs, configuration and error handling.
• Package services and models for controlled deployment, versioning and rollback.
• Build and maintain automated testing, CI/CD pipelines and release processes.
• Implement health checks, structured logging, monitoring and operational diagnostics.
• Work with IT on infrastructure, connectivity, certificates, access and environment requirements.
• Support staging and production deployment, incident investigation and troubleshooting.
• Prepare deployment guides, technical documentation, runbooks and handover materials.
• Follow security, privacy, access and change-management requirements.

Connaissances

Python development

Software engineering

Linux/containers/CI-CD

Monitoring/logging

Troubleshooting

Documentation/communication

Kubernetes/Azure/GPU

ML inference tools (ONNX/TensorRT/etc)

Outils

Kubernetes

Azure

GPU workloads

Description du poste

Duties and Responsibilities:

• Develop and maintain Computer Vision services, APIs, configuration and error handling.
• Package services and models for controlled deployment, versioning and rollback.
• Build and maintain automated testing, CI/CD pipelines and release processes.
• Implement health checks, structured logging, monitoring and operational diagnostics.
• Work with IT on infrastructure, connectivity, certificates, access and environment requirements.
• Support staging and production deployment, incident investigation and troubleshooting.
• Prepare deployment guides, technical documentation, runbooks and handover materials.
• Follow security, privacy, access and change-management requirements.

Minimum Required Experience and Qualifications:

• Practical software engineering experience with services, APIs or system integration.
• Strong Python development experience.
• Experience with Linux, containers, version control, automated testing and CI/CD.
• Familiarity with monitoring, logging, databases, networking and production support.
• Able to troubleshoot across application, model and infrastructure layers.
• Good documentation and communication skills.
• Experience with Kubernetes, Azure, GPU workloads, video streaming or on-premises deployment is useful but not mandatory.
• Experience with ML inference, ONNX, TensorRT or Triton is useful but not mandatory.

EA Licence No.:18S9405 / EA Reg. No.:R1330864

Percept Solutions is expanding and actively seeking talented individuals. We encourage applicants to follow Percept Solutions on LinkedIn at https://www.linkedin.com/company/percept-solutions/ to stay informed about new opportunities and events.