Salary Range
SGD 96,000 - SGD 168,000 /year
SGD 8,000 - SGD 14,000/month
Skills Required
Multi-agent SystemsDesignKubernetesData PipelineAzure Machine Learningtracking softwareResource AllocationDocker ContainerOrchestrationPython ProgrammingDeployment
Job Description
- Design, develop and deploy machine learningsolutions and services
- Implement end-to-end machine learningpipelines from data ingestion to training and model serving
- Operationalize LLMs, embeddings, andmulti-agent systems in real-world applications
- Manage the machine learning and modellifecycle (experimentation, registry, deployment)
- Oversee the model promotion lifecycle,coordinating validation gates and approval workflows to safely deploy new modelversions from stating to production
- Containerize applications using Docker andorchestrate them via Kubernetes
- Build and maintain CI/CDpipelines for ML models and LLM applications
- Advanced proficiency in Python programming with a focus on writing clean, testable and efficient code
- Proficient with Docker for containerization and working knowledge of Kubernetes for orchestration
- Practical understanding of GPU architecture and cloud compute instances to optimize resource allocation for training and inference workloads
- Hands on experience with MLflow (or similar tools like weights & biases) for experiment tracking and model registry
- Proven experience working with Large Language Models (LLMs)
- Good understanding of AI agents & agentic workflows, LLM orchestration frameworks and reasoning patterns
- Experience with data preprocessing, feature engineering, and model selection and evaluation techniques
- Hands-on experience with CI/CD pipelines (GitLab, Jenkins)
About MATRIX PROCESS AUTOMATION PTE. LTD.
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