Machine Learning Ops

4 days ago


Jakarta, Indonesia PT Bumi Amartha Teknologi Mandiri Full time

Work closely with Data Scientists, Data Engineers and Backend Engineers to deploy, manage, and optimize machine learning models in production environments, ensuring smooth integration and efficient operations.
- Implementing:

- Model hyper parameter optimization
- Model evaluation and explain ability
- Model training and automated retraining
- Model version tracking & governance
- Data archival & version management
- Model and drift monitoring
- Creating and using benchmarks, metrics, and monitoring to measure and improve services.
- Providing best practices and executing POC for automated and efficient model operations at scale.
- Designing and developing scalable MLOps frameworks to support models based on client requirements.
- Minimum Qualifications: Bachelor's degree of Computer Science or related field.
- Checking deployment pipelines for machine learning models.
- Collaborate with ML Engineer and Data Scientists to streamline model development and deployment process.
- Triggers CI/CD pipelines after code approvals.
- Monitors pipelines and ensures all tests pass and model artifacts are generated/stored correctly.
- Deploys updated models to prod after pipeline completion.
- Works closely with the software engineering and DevOps team to ensure smooth integration.
- Containerize models using Docker (if applicable, depending on the model) and deploy on GCP cloud platforms.
- Set up monitoring tools to track various metrics like response time, error rates, and resource utilization.
- Establish alerts and notifications to quickly detect anomalies or deviations from expected behavior.
- Analyze monitoring data, log, files, and system metrics.
- Collaborate with the data science team to develop updated pipelines to cover any faults.
- Documenting and troubleshoots, changes, and optimization.
- Work with cross-functional teams to assist in model selection and assisting in defining evaluation criteria.
- Willing to work in Banking Industry (Tangerang)



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