I will do mlops and cloud deployment AWS, azure, gcp

Your ML model works on your laptop but is it running reliably in production? I'll build the infrastructure around your model so it deploys automatically, scales cleanly, and stays healthy over time.

I've set up CI/CD pipelines, Dockerised ML systems, and managed cloud deployments on AWS and Azure for enterprise clients. I bring the same production-grade standards to every project on this platform.

What I deliver:

Docker containerisation of your ML model or API

CI/CD pipeline setup via GitHub Actions with automated build and deploy

Deployment to AWS EC2, Azure VM, or your preferred cloud provider

Kubernetes orchestration for scalable, multi-container setups

Model monitoring with performance alerts and drift detection

Infrastructure-as-code so your setup is reproducible and version-controlled

Health check endpoints and logging setup

Why clients choose me:

5+ years building and managing ML infrastructure at NETSOL and beyond

Hands-on experience with AWS Bedrock, Azure AI Studio, and Azure AI Search

Every delivery includes a README so your team can manage it going forward

I don't just deploy and disappear 7-day post-delivery support on Premium

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