Lead Systems Engineer
epam
Job Description
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Build, launch, and oversee CI/CD pipelines that enable smooth data integration and ML model deployment
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Create a strong infrastructure foundation for processing, training, and serving machine learning models through cloud-based platforms
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Streamline essential workflows including data validation, transformation, and orchestration to boost operational efficiency
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Partner with cross-functional teams, such as data scientists and engineers, to incorporate ML solutions into live production environments
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Enhance model serving capabilities, performance tracking, and reliability within production systems
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Maintain data versioning, lineage tracking, and reproducibility throughout ML experiments and workflows
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Spot and execute opportunities to boost scalability, efficiency, and resilience within the infrastructure
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Implement strict security protocols to protect data and maintain compliance with applicable regulations
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Troubleshoot and fix technical problems within data pipelines and ML deployment processes
Requirements
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A Bachelor's or Master's degree in Computer Science, Data Engineering, or a comparable field is required
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At least 8 years of hands-on experience in Data DevOps, MLOps, or similar fields
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Strong command of cloud platforms including Azure, AWS, or GCP
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Proficiency with Infrastructure as Code tools such as Terraform, CloudFormation, or Ansible
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Expertise in containerization and orchestration solutions like Docker and Kubernetes
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Practical experience working with data processing frameworks such as Apache Spark and Databricks
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Strong Python skills along with familiarity using libraries like Pandas, TensorFlow, and PyTorch
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Working knowledge of CI/CD tools including Jenkins, GitLab CI/CD, and GitHub Actions
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Background using version control systems and MLOps platforms such as Git, MLflow, and Kubeflow
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Familiarity with monitoring and alerting solutions like Prometheus and Grafana
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Solid problem-solving abilities paired with the capacity to make independent decisions
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Strong communication skills along with the ability to produce clear technical documentation
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