The ML Integration Engineer will design and implement scalable ML pipelines, integrate AI models, and optimize system performance while ensuring security in cloud environments.
- Design and implement scalable ML pipelines for Generative and Agentic AI applications.
- Integrate AI models into production environments using containerized platforms such as OpenShift and Kubernetes.
- Collaborate with cross-functional teams to understand AI workflows and translate them into robust engineering solutions.
- Develop and maintain automation scripts using Linux shell scripting, Python, or other relevant tools.
- Ensure seamless deployment and integration of AI services in cloud environments (e.g., AWS, Azure, GCP).
- Implement and maintain network security protocols to safeguard AI systems and data pipelines.
- Monitor and optimize system performance, reliability, and scalability.
- Support CI/CD processes and infrastructure for AI model deployment and updates.
- 5+ years of experience in Machine Learning engineering or AI system integration.
- Hands-on experience with OpenShift, Docker, Kubernetes.
- Knowledge of cloud platforms (e.g. AWS, GCP) is a must-have.
- Exposure to data and network security and compliance in AI systems.
- Understanding of Generative AI and Agentic AI concepts.
- Experience with LLM prompt engineering, or RAG pipelines.
- Knowledge of API integration and microservices architecture.
- Proficiency in Python used both for ML and automation tasks
- Good knowledge of Bash and Unix/Linux command-line toolkit is a must-have.
- Knowledge of Workflow Orchestrator, such as Ctrl-M
- Knowledge of Logging and Monitoring tools, such as Splunk and Geneos.
- Experience with Observability framework, such as Langfuse, Elastic Stack, Grafana, OpenTelemetry.
Top Skills
Api Integration
AWS
Azure
Ctrl-M
Docker
Elastic Stack
GCP
Geneos
Grafana
Kubernetes
Linux Shell Scripting
Microservices
Openshift
Opentelemetry
Python
Splunk
Unison Consulting Singapore Office
1 Changi Business Park Crescent, , Plaza 8 #03-06 Tower A, Singapore, , Singapore, 486025
Unison Consulting Singapore Office
#12-00, 63 Market Street, Bank of Singapore Center, Singapore, , Singapore, 048942
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