ML Platform / Integration Engineer

PERCEPT SOLUTIONS PTE. LTD.; Singapore; On-site; SGD 90,000 - 130,000; Full time

Job summary

PERCEPT SOLUTIONS PTE. LTD. is seeking a software engineer to develop and maintain Computer Vision services and APIs, with emphasis on deployment, versioning, testing and robust error handling.

You will package services for controlled deployment, build CI/CD pipelines, implement health checks and monitoring, and collaborate with IT on infrastructure, security and operational documentation.

Strong Python experience and Linux/container expertise are essential.

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.

Responsibilities

• Develop and maintain Computer Vision services, APIs 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.

Skills

Python

APIs

CI/CD

Logging

Monitoring

Linux

Documentation

Security

Tools

Docker

Git

Azure

Kubernetes

Job description

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.