GCP DevOps Engineer

19 hours ago


Lahore, Punjab, Pakistan Tkxel LLC Full time

We are Tkxel LLC, a leading software development company located in the United States. We are committed to delivering innovative software solutions for prominent enterprises worldwide, leveraging the latest technology advancements.

Job Summary

We are seeking a skilled GCP DevOps & Cloud Engineer to support AI/ML projects by designing, implementing, and managing cloud infrastructure on Google Cloud Platform (GCP). The ideal candidate will collaborate with data scientists, ML engineers, and software developers to ensure scalable and reliable deployment of AI/ML models.

Key Responsibilities:
  1. Design, deploy, and manage GCP cloud infrastructure for AI/ML applications.
  2. Implement Infrastructure as Code (IaC) using Terraform, Deployment Manager, or Pulumi.
  3. Manage and optimize AI/ML workloads using Vertex AI, AI Platform, and BigQuery ML.
  4. Build and maintain CI/CD pipelines for AI/ML model training and deployment using Cloud Build, Jenkins, or GitHub Actions.
  5. Implement MLOps practices for automated model versioning, deployment, and monitoring.
  6. Integrate Kubeflow, TensorFlow Extended (TFX), or MLflow for model lifecycle management.
  7. Deploy AI/ML applications using Docker and orchestrate with Kubernetes (GKE).
  8. Optimize containerized AI workloads for scalability and cost efficiency.
  9. Ensure IAM policies, data encryption, and network security best practices.
  10. Implement audit logging, monitoring, and access control for AI/ML pipelines.
  11. Ensure compliance with GDPR, HIPAA, or industry security standards.
  12. Set up monitoring with Google Cloud Operations Suite (Stackdriver), Prometheus, and Grafana.
  13. Optimize compute, storage, and networking costs for AI workloads.
  14. Implement logging and alerting strategies for AI model performance monitoring.
  15. AI Compute & Storage: AI Platform, BigQuery ML, Cloud TPU, DataFlow, Dataproc.
  16. Model Deployment: TensorFlow Serving, TorchServe, FastAPI for AI models.


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