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MLOps Engineer

Blackstraw Technologies

5 - 10 years

Chennai

Posted:14 hours ago

Job Description

 Typical duties and responsibilities 
 1. Design, develop, and implement MLOps pipelines for the continuous deployment and integration of machine learning models. 
 2. Collaborate with data scientists and engineers to understand model requirements and optimize deployment processes. 
 3. Automate the training, testing and deployment processes for machine learning models. 
 4. Continuously monitor and maintain models in production, ensuring optimal performance, accuracy and reliability. 
 5. Implement best practices for version control, model reproducibility and governance. 
 6. Optimize machine learning pipelines for scalability, efficiency and cost-effectiveness. 
 7. Troubleshoot and resolve issues related to model deployment and performance. 
 8. Ensure compliance with security and data privacy standards in all MLOps activities. 
 9. Keep up-to-date with the latest MLOps tools, technologies and trends. 
 10. Provide support and guidance to other team members on MLOps practices. 

 Required skills and experience 
  4+ years of experience in MLOps, DevOps or a related field. 
  Bachelor’s degree in Computer Science, Data Science or a related field. 
  Strong understanding of machine learning principles and model lifecycle management. 
  Proficiency in programming languages such as Python, with hands-on experience in machine learning frameworks like TensorFlow, PyTorch, or Scikit-learn. 
  Experience with cloud platforms like AWS, Azure, or Google Cloud and their respective machine learning services. 
  Familiarity with containerization and orchestration tools such as Docker and Kubernetes. 
  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. Nice to have/preferred skills and experience (not required) 
  Experience with infrastructure-as-code (IaC) tools such as Terraform or CloudFormation. 
  Knowledge of big data technologies like Apache Spark or Hadoop. 
  Familiarity with data engineering practices and tools. 
  Experience with A/B testing and model validation in production environments. 
  Relevant MLOps certifications (e.g., AWS Certified Machine Learning – Specialty, DataRobot MLOps Certification) are a plus.

Skills Required

MLOps Terraform Microsoft Azure Python GIT Model Lifecycle Management Ci/Cd Azure DevOps

Work Mode

Work from Office

Job Type

Full Time

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