Senior Data DevOps Engineer (MLOps)
Posted Updated
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)