Senior Machine Learning Engineer
ISA · Colombo
Job description
About the role
We are looking for a Senior Machine Learning Engineer to design, build, and operate a unified ML infrastructure that bridges batch data in Snowflake with real‑time inference on Kubernetes. The role ensures high‑quality software engineering standards and reduces redundancy across data‑science squads.
Key responsibilities
- Design and maintain the core ML platform architecture, integrating Snowflake/Snowpark with Kubernetes for hybrid workloads.
- Deliver domain‑specific end‑to‑end data‑science products such as flight revenue forecasting, customer retention, and ground operations.
- Automate end‑to‑end ML pipelines—including data ingestion, model training, and continuous deployment—using Apache Airflow and GitLab CI/GitHub Actions.
- Build and manage a centralized feature store and model registry within Snowflake to keep training and serving consistent.
- Implement observability systems for model performance, data drift, and system health with Prometheus, Grafana, and Evidently AI.
- Develop reusable FastAPI or gRPC service wrappers for real‑time model serving.
- Establish “paved‑road” CI/CD, unit testing, and modular code workflows for the broader data‑science team.
Required profile
- Bachelor’s or Master’s degree in Computer Science, Software Engineering or a related field.
- Minimum 6‑8 years of experience in Data Science, MLOps, Platform Engineering or DevOps for machine learning, including 1‑2 years in the aviation domain.
- Deep expertise in machine learning, statistics and applied modeling.
- Strong understanding of production ML systems, trade‑offs and ability to influence architectural decisions.
- Fluent English communication and leadership skills to guide engineering culture without direct authority.
Required skills
- Python (object‑oriented, modular design) and SQL.
- Kubernetes, Docker and Infrastructure as Code with Terraform.
- Snowflake and Snowpark.
- Apache Airflow, GitLab CI and GitHub Actions.
- FastAPI or gRPC for model serving.
- Prometheus, Grafana and Evidently AI for monitoring.
- Modeling frameworks: LightGBM, XGBoost, TensorFlow, PyTorch.
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Published 4 hours ago
Expires 1 month from now
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ISA
Colombo