Hello

Skilled and experienced Platform/Infrastructure Engineer with a strong focus on Kubernetes, GPU-accelerated AI/ML infrastructure, and the Cloud-Native ecosystem. With five years of hands-on experience, I specialize in deploying and operating large-scale GPU clusters, enabling AI/ML model serving workloads on bare-metal and cloud Kubernetes platforms, and building the observability and security foundations that production AI infrastructure demands. I have deep expertise in NVIDIA GPU stack management — including GPU Operator, Multi-Instance GPU (MIG), DCGM telemetry, and high-performance interconnects — across air-gapped and sovereign cloud environments.

EXPERIENCE

  • AI/ML & GPU Infrastructure

    Deep expertise in the NVIDIA GPU stack — GPU Operator, Multi-Instance GPU (MIG), DCGM telemetry, and H100/H200 node management. Currently building and operating multi-GPU AI inference platforms serving vLLM, Gemma, BGE embeddings, and TTS/STT workloads on NVIDIA H200 clusters in air-gapped sovereign cloud environments.

  • Kubernetes & Cloud-Native

    Expert in Kubernetes ecosystem including OpenShift, AKS, EKS, RKE/RKE2, Rancher, Helm, Docker, Istio service mesh, and container security. Specialized in deploying and managing production-grade cloud-native applications, including GPU-enabled clusters for AI/ML workloads.

  • Observability & Monitoring

    Proficient in implementing comprehensive monitoring solutions using Prometheus, Grafana, Thanos, Alertmanager, Fluentd, DCGM Exporter, and ELK stack ensuring high availability, scalability, and SLO compliance across GPU and standard workloads.

  • DevOps & Infrastructure as Code

    Skilled in Terraform, GitOps (ArgoCD, Fleet), CI/CD pipelines, GitHub Actions, GitLab and cloud platforms including Azure, AWS, and Google Cloud. Expert in infrastructure automation and deployment strategies.

EDUCATION

Zeal College of Engineering and Research, Pune

Bachelor of Engineering - Computer Science (2018 - 2021)

Government Polytechnic Pune

Diploma in Engineering - Computer Science (2015 - 2018)

Holy Cross Convent High School, Akola

S.S.C (2015)

ACHIEVEMENTS & CONTRIBUTIONS

• Open Source Contributor - Rancher (RKE, Helm Charts), Kiali (Istio Service Mesh Management Console).
• 5+ Years of hands-on experience in Kubernetes, GPU-accelerated AI/ML infrastructure, and the Cloud-Native ecosystem.
• Expert in Enterprise Kubernetes - OpenShift, AKS, EKS, RKE/RKE2 deployments.
• DevOps & SRE Specialist - GitOps, Infrastructure as Code, and Observability.
• Container Security - Prisma Cloud, OPA Gatekeeper, CIS Benchmarks implementation.