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ML Ops (The.One)

Posted 2024-10-23

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πŸ’Ž Seniority level: Senior

πŸ“ Location: Serbia, Georgia, Kazakhstan, Armenia, Poland

πŸ” Industry: Social Discovery Technology

🏒 Company: Social Discovery Group

πŸͺ„ Skills: AWSPythonAWS EKSKubernetesMachine LearningC#GrafanaCI/CDTerraform

Requirements:
  • Strong proficiency in Kubernetes, preferably with AWS EKS.
  • Expertise in infrastructure-as-code, particularly with Terraform.
  • Solid experience with CI/CD pipelines, especially GitHub Actions.
  • Proficiency in Python for scripting and automation.
  • Strong understanding of MLOps principles and practices.
  • Experience with ML workflow optimization.
  • Familiarity with AWS services, including MKS, SageMaker, and Bedrock.
  • Expertise in monitoring and observability tools, specifically VictoriaMetrics and Grafana stack.
  • Knowledge of network security and inter-network communication in cloud environments.
  • Experience with GitOps methodologies and tools, especially FluxCD.
Responsibilities:
  • Design, implement, and maintain CI/CD pipelines for C# services using GitHub Actions.
  • Develop and optimize ML pipelines for training, inference, and data processing.
  • Manage and scale Kubernetes clusters in AWS.
  • Implement and maintain infrastructure-as-code using Terraform.
  • Enhance observability across the platform using VictoriaMetrics and Grafana stack.
  • Collaborate with ML engineers.
  • Implement GitOps practices for infrastructure and application management.
  • Continuously improve system reliability, scalability, and performance.
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