Machine Learning Operation Engineer (MLOps Engineer)
Always Marketing Malaysia Sdn Bhd18 hours ago
Kuala Lumpur, MalaysiaEntry Level
Responsibilities
- Design, deploy, and maintain scalable cloud and Kubernetes infrastructure for ML workloads.
- Build and maintain RESTful and gRPC APIs and messaging services for inference, data processing, and real-time or asynchronous workloads.
- Develop MLOps and ML-deployment pipelines covering containerization, model versioning, monitoring, logging, automated deployment, and retraining.
- Support vector search, databases, embedding-based retrieval, and ML infrastructure performance optimization.
- Deploy and optimize machine-learning models across cloud, mobile, and edge environments.
- Collaborate with data scientists, ML engineers, software engineers, and DevOps teams.
Requirements
- Bachelor’s degree in Computer Science, Engineering, or a related field, or equivalent practical experience.
- At least 1 year of hands-on production experience with cloud infrastructure using AWS, GCP, or Azure.
- Strong experience with Kubernetes, Helm, Docker or Podman, and CI/CD.
- Proficiency in Python and frameworks such as FastAPI, Flask, or Litestar, with experience building RESTful or gRPC APIs.
- Strong knowledge of PostgreSQL or SQL Server, database design, query optimization, and software architecture.
- Experience with vector databases or search, embeddings, and technologies such as FAISS, LanceDB, or Qdrant.
- Experience with MLflow, Airflow, or Kubeflow is advantageous.
- Experience with edge or mobile ML deployment, including ONNX Runtime Mobile, NCNN, or MNN, is advantageous.
- Familiarity with Prometheus, Grafana, ELK, or Loki for monitoring and logging.
- Experience with Go, C++, or Rust is advantageous, particularly for performance-critical applications.
- Strong analytical, troubleshooting, communication, collaboration, and documentation skills.
Tech Stack
Apache AirflowAWSAzureC++DockerFastAPIFlaskGoGoogle Cloud PlatformGrafanagRPCHelmKubernetesMicrosoft SQL ServerMLflowPostgreSQLPrometheusPythonRust
Categories
About Always Marketing Malaysia Sdn Bhd
Always Marketing Malaysia Sdn Bhd provides field marketing and event services—brand activations, sampling, in-store promotions, roadshows, retail audits, and promoter management—for consumer brands and retailers. Founded in 2000 and headquartered in Kuala Lumpur, it is part of Always Marketing Services, a regional group with operations in Greater China. The company also develops and maintains in-house field-force automation platforms such as RetailAIM and SpotForce to support on-the-ground execution.