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Internship

Cloud deployment & DevOps for agricultural yield prediction

IRDA · Québec City, Canada · Apr – Oct 2025 · 6 months

Cleaned agricultural data and deployed a prediction app across three GCP architectures with CI/CD.

Highlights

  • Cleaned and prepared agricultural datasets to improve the predictive models' accuracy.
  • Deployed the application three ways on GCP — VM, Kubernetes (GKE) and Cloud Run + Cloud SQL — and compared cost, performance and maintainability.
  • Set up the VPC, Cloud SQL databases and domain names underpinning the infrastructure.
  • Configured and managed CI/CD pipelines with GitLab CI to automate deployments.

Stack

GCPKubernetesCloud RunCloud SQLGitLab CIMachine Learning
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