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EPAM Systems

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Senior Data DevOps Engineer (MLOps)

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Description

We are seeking a Senior Data DevOps Engineer (MLOps) with strong machine learning and Google Cloud Platform experience to design, develop, and implement continuous deployment pipelines for ML models.

Responsibilities

  • Design, develop, and implement MLOps pipelines for the continuous deployment and integration of ML models
  • Collaborate with data scientists to understand model requirements and optimize deployment processes
  • Automate the training, testing, and deployment processes for machine learning models
  • Monitor and maintain models, ensuring optimal performance, accuracy, and reliability
  • Implement best practices for version control, model reproducibility, and governance
  • Optimize machine learning pipelines for scalability, efficiency, and cost-effectiveness
  • Troubleshoot and resolve issues related to model deployment and performance
  • Ensure compliance with security and data privacy standards in all MLOps activities
  • Stay up-to-date with the latest MLOps tools, technologies, and trends
  • Provide support and guidance to other team members on MLOps practices and performance feedback

Requirements

  • Bachelor's degree in Computer Science, Data Science, or a related field
  • 3+ years of experience in MLOps, DevOps, or a related field
  • Understanding of machine learning principles and model lifecycle management
  • Proficiency in Python, with hands-on experience in TensorFlow, PyTorch, or Scikit-learn
  • Knowledge of CI/CD pipelines, automation tools, and version control systems like Git
  • Strong problem-solving skills and ability to troubleshoot complex issues
  • Experience with monitoring tools and practices for model performance in production
  • Ability to work collaboratively in cross-functional teams
  • Experience with Google Cloud Platform and its respective machine learning services
  • Familiarity with containerization and orchestration tools such as Composer and Kubernetes
  • Knowledge of cloud data platform architecture, infrastructure, maintenance, and optimization

Benefits

We connect like-minded people

  • Delivering innovative solutions to industry leaders, making a global impact
  • Enjoyable working environment, whether it is the vibrant office or the comfort of your home
  • Opportunity to work abroad for up to two months per year
  • Relocation opportunities within our offices in 55+ countries
  • Corporate and social events

We invest in your growth

  • Leadership development, career advising, soft skills and well-being programs
  • Certifications, including GCP, Azure and AWS
  • Unlimited access to EPAM's internal learning database
  • Free English classes with certified teachers

We cover it all

  • Participation in the Employee Stock Purchase Plan
  • Monetary bonuses for engaging in the referral program
  • Comprehensive medical & family care package
  • Four trust days per year for personal needs
  • Discounts for fitness clubs
  • Benefits package (hotels, restaurants, stores and services)

We connect like-minded people

  • Delivering innovative solutions to industry leaders, making a global impact
  • Enjoyable working environment, whether it is the vibrant office or the comfort of your own home
  • Opportunity to work abroad for up to two months per year
  • Relocation opportunities within our offices in 55+ countries
  • Corporate and social events

We invest in your growth

  • Leadership development, career advising, soft skills and well-being programs
  • Certifications, including GCP, Azure and AWS
  • Unlimited access to EPAM's internal learning database
  • Free English classes with certified teachers

We cover it all

  • Participation in the Employee Stock Purchase Plan
  • Monetary bonuses for engaging in the referral program
  • Comprehensive medical & family care package
  • Five trust days per year (sick leave without a medical certificate)
  • Benefits package (sports activities, a variety of stores and services)

We connect like-minded people:

  • Delivering innovative solutions to industry leaders, making a global impact
  • Enjoyable working environment, whether it is the vibrant office or the comfort of your own home
  • Opportunity to work abroad for up to two months per year
  • Relocation opportunities within our offices in 55+ countries
  • Corporate and social events

We invest in your growth:

  • Leadership development, career advising, soft skills and well-being programs
  • Certifications, including GCP, Azure and AWS
  • Unlimited access to EPAM's internal learning database
  • Free English classes with certified teachers
  • Discounts in local language schools, including online courses for the Kazakh language

We cover it all:

  • Participation in the Employee Stock Purchase Plan
  • Monetary bonuses for engaging in the referral program
  • Medical & family care package
  • Six trust days per year (sick leave without a medical certificate)
  • Coverage of psychology sessions of your choice
  • Benefits package (sports activities, a variety of stores and services)
  • Housing support program: preferential mortgage access via Otbasy Bank partnership

We connect like-minded people:

  • Delivering innovative solutions to industry leaders, making a global impact
  • Enjoyable working environment, whether it is the vibrant office or the comfort of your own home
  • Opportunity to work abroad for up to two months per year
  • Relocation opportunities within our offices in 55+ countries
  • Corporate and social events

We invest in your growth:

  • Leadership development, career advising, soft skills and well-being programs
  • Certifications, including GCP, Azure and AWS
  • Unlimited access to EPAM's internal learning database
  • Free English classes with certified teachers

We cover it all:

  • Monetary bonuses for engaging in the referral program
  • Medical & family care package
  • Six trust days per year (sick leave without a medical certificate)
  • Coverage of psychology sessions of your choice
  • Discounts for fitness clubs and sports programs
  • Benefits package (sports activities, a variety of stores and services)

We connect like-minded people:

  • Delivering innovative solutions to industry leaders, making a global impact
  • Enjoyable working environment, whether it is the vibrant office or the comfort of your own home
  • Opportunity to work abroad for up to two months per year
  • Relocation opportunities within our offices in 55+ countries
  • Corporate and social events

We invest in your growth:

  • Leadership development, career advising, soft skills and well-being programs
  • Certifications, including GCP, Azure and AWS
  • Unlimited access to EPAM's internal learning database
  • Free English classes with certified teachers
  • Discounts in local language schools, including offline courses for the Uzbek language

We cover it all:

  • Monetary bonuses for engaging in the referral program
  • Medical & family care package
  • Four trust days per year (sick leave without a medical certificate)
  • Discounts for fitness clubs, dance schools and sports programs
  • Benefits package (sports activities, a variety of stores and services)

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