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Senior MLOps Engineer

1 month ago

Nashville, Tennessee, United States HirePlace Full time

Senior MLOps Engineer

HirePlace is seeking a highly skilled Senior MLOps Engineer to join our team. As a key member of our client's consulting firm, you will be responsible for designing and implementing scalable machine learning operations (MLOps) pipelines on Google Cloud Platform (GCP).

Key Responsibilities:

  • Design and develop MLOps infrastructure on GCP, leveraging Vertex AI for model development, training, and deployment.
  • Utilize Terraform to automate provisioning and configuration management of GCP infrastructure.
  • Establish and maintain robust Identity and Access Management (IAM) configurations to secure cloud resources.
  • Enhance continuous integration and continuous deployment (CI/CD) processes to streamline model updates and deployments.
  • Integrate data using Google Cloud Composer pipelines.
  • Collaborate with data scientists and engineers to embed ML models into scalable, production-ready pipelines.
  • Optimize cloud infrastructure for performance, scalability, and cost-effectiveness.
  • Diagnose and resolve issues related to cloud infrastructure, orchestration, and ML pipeline performance.

Requirements:

  • Extensive experience with Google Cloud Platform (GCP), including Vertex AI, Terraform, Composer, and Kubeflow.
  • Strong background in infrastructure management, automation, and orchestration on GCP.
  • In-depth understanding of IAM and security best practices within GCP environments.
  • Practical experience with MLOps, particularly in model deployment and scaling in cloud environments.
  • Experience in healthcare or familiarity with healthcare data and regulations is a plus.
  • Excellent problem-solving skills and the ability to work independently.
  • Strong communication skills for effective collaboration with cross-functional teams.
  • Healthcare experience and compliance knowledge, such as HIPAA, is recommended but not required.