Lead Systems Engineer

epam

Bengalor 8 Years Exp Posted 18h ago

Job Description

  • Build, launch, and oversee CI/CD pipelines that enable smooth data integration and ML model deployment

  • Create a strong infrastructure foundation for processing, training, and serving machine learning models through cloud-based platforms

  • Streamline essential workflows including data validation, transformation, and orchestration to boost operational efficiency

  • Partner with cross-functional teams, such as data scientists and engineers, to incorporate ML solutions into live production environments

  • Enhance model serving capabilities, performance tracking, and reliability within production systems

  • Maintain data versioning, lineage tracking, and reproducibility throughout ML experiments and workflows

  • Spot and execute opportunities to boost scalability, efficiency, and resilience within the infrastructure

  • Implement strict security protocols to protect data and maintain compliance with applicable regulations

  • Troubleshoot and fix technical problems within data pipelines and ML deployment processes

Requirements

  • A Bachelor's or Master's degree in Computer Science, Data Engineering, or a comparable field is required

  • At least 8 years of hands-on experience in Data DevOps, MLOps, or similar fields

  • Strong command of cloud platforms including Azure, AWS, or GCP

  • Proficiency with Infrastructure as Code tools such as Terraform, CloudFormation, or Ansible

  • Expertise in containerization and orchestration solutions like Docker and Kubernetes

  • Practical experience working with data processing frameworks such as Apache Spark and Databricks

  • Strong Python skills along with familiarity using libraries like Pandas, TensorFlow, and PyTorch

  • Working knowledge of CI/CD tools including Jenkins, GitLab CI/CD, and GitHub Actions

  • Background using version control systems and MLOps platforms such as Git, MLflow, and Kubeflow

  • Familiarity with monitoring and alerting solutions like Prometheus and Grafana

  • Solid problem-solving abilities paired with the capacity to make independent decisions

    • Strong communication skills along with the ability to produce clear technical documentation

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