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Junior Machine Learning Engineer

EPAM Systems·Israel·en
Not specifiedFull-timeAI & Machine LearningData InfrastructureEnterprise Software

Join an innovation-focused engineering team building data-driven solutions and production machine learning systems. The role focuses on MLOps, model deployment, monitoring, optimization, and collaboration with data scientists across the model lifecycle.

Responsibilities

  • Transition machine learning models from research into production environments.
  • Build and maintain automated CI/CD pipelines for model training, testing, and deployment.
  • Develop MLOps tools for model-performance monitoring, drift detection, and alerting.
  • Optimize production model latency and throughput.
  • Partner with data scientists throughout the model lifecycle, from requirements and data analysis through production monitoring.
  • Perform data analysis and ad hoc investigations to troubleshoot production issues, investigate model drift, and validate new data sources.
  • Write maintainable, high-quality code and automate operational processes.

Requirements

  • A degree in a relevant technological field.
  • 1–2 years of experience in DevOps or machine learning engineering.
  • Experience moving machine learning models from research or notebook environments into production.
  • Advanced Python proficiency, including object-oriented programming and software engineering principles.
  • Required experience with MLOps.
  • Proficiency with Linux and shell scripting.
  • Hands-on experience with Docker and familiarity with Kubernetes or OpenShift.
  • Experience with CI/CD processes and tools such as Jenkins or Git/Bitbucket.
  • Strong SQL, database, and ETL experience.
  • Experience with monitoring and logging tools such as Splunk, Prometheus, or Grafana.
  • Practical experience with machine learning libraries such as PyTorch, Pandas, NumPy, or scikit-learn.
  • Ability to work independently, own tasks end to end, and collaborate effectively across engineering, data, and research teams.

Nice to have

  • Experience with Dataiku.
  • Experience developing and using APIs with FastAPI, Flask, or Django.
  • Hands-on experience operating generative AI or large language model systems.

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Junior Machine Learning Engineer – MLOps and Production Systems | CVZilla