Senior ML Engineer: Real-Time Serving & MLOps Architect

Cakap

Denpasar

On-site

Full time

14 days+

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Job description

## Sr. Machine Learning EngineerGlintsDenpasar,Indonesia3 jam yang lalu3keahlian dibutuhkan: Masuk atau Daftar untuk melihatkecocokan keahlianmuEngineeringFull-TimeKirim LamaranDeskripsi Pekerjaan**What You'll Build:*****ML Serving Infrastructure**** Real-time, low-latency model serving* Deep learning (PyTorch) and tree-based models (LightGBM/XGBoost) behind FastAPI on AWS ECS***MLOps Pipelines**** Model promotion workflows: local → staging → production* Automated validation gates before promotion (offline eval metrics, data quality checks)* Retraining pipelines via Databricks Workflows (scheduled + drift-triggered)* CI/CD for both code and model artifacts* Blue-green or canary deployments for safe rollouts***Monitoring & Observability**** Model quality tracking: accuracy, precision, recall, AUC over time* Data drift and feature drift detection with automated alerts* Feature freshness monitoring (detecting feature store lag before it impacts predictions)* Inference latency: p50, p95, p99 via Grafana dashboards* Sentry for error tracking, CloudWatch + Prometheus for infra metrics* A/B testing infrastructure for model experiments in production**You will:*** Design low-latency model serving architectures* Maintain reusable feature pipelines* Maintain ML models with reliable CI/CD pipelines* Improve model performance, scalability, and reliability* Collaborate with data scientists, data engineers, and product teams**Requirements:*** 5+ years Python, 3+ years ML Engineering* Strong MLFlow experience (Feature Store, MLflow, Unity Catalog)* AWS production experience (ECS, S3, CloudWatch)* Built real-time ML systems with latency requirements**Nice to Have:*** AdTech, fraud detection, or recommendation systems experience* Kafka, Redis, streaming pipelines* Grafana, Prometheus, Sentry
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