NVIDIA-Certified Associate: AI Infrastructure and Operations
996e5a60-e96b-4a43-a37a-42d267a207f4
About Me
AI Infrastructure Engineer | GPU/HPC Operations | LLM & AIOps | SRE | Cloud Architect
12+ years building and operating large-scale infrastructure. Currently managing a 500+ node GPU HPC cluster, orchestrating distributed LLM training across GPU fleets, and building AI-powered operations platforms for datacenter-scale environments.
NVIDIA-certified in AI Infrastructure and Generative AI LLMs. Hands-on with GPU cluster management, CUDA/NCCL workloads, InfiniBand networking, distributed model training (PyTorch FSDP, MoE architectures), and production LLM agent development with RAG, MCP, and multi-model architectures.
Experienced building self-healing monitoring systems with automated alerting, deduplication, and escalation policies.
AI / LLM Ops
Orchestrating distributed LLM training (PyTorch FSDP, MoE), building production LLM agents, RAG pipelines, and AI-powered operations platforms.
GPU / HPC
Operating 500+ node GPU clusters, NVIDIA DCGM, CUDA/NCCL workloads, SLURM scheduling, InfiniBand fabric, and distributed compute orchestration.
SRE / Platform
Scalability, resilience, and observability at scale. Custom monitoring stacks, automated remediation, and incident response for mission-critical systems.
Cloud / DevOps
Infrastructure as Code, CI/CD pipelines, container orchestration, and multi-cloud architecture across AWS, Azure, GCP, OpenStack, and OCI.
Skills
AI / LLM
- LLM Agent Development
- RAG (pgvector)
- Model Context Protocol (MCP)
- Prompt Engineering
- Claude / OpenAI / Ollama APIs
- NL-to-SQL Compilation
- AIOps & AI-Driven Automation
GPU / HPC
- NVIDIA DCGM
- CUDA / NCCL
- NVLink Diagnostics
- SLURM
- InfiniBand / RDMA / RoCE
- OpenMPI
- HPC Benchmarking (IOR, HPL)
ML Training
- PyTorch / torchrun
- FSDP (Distributed Training)
- Mixture of Experts (MoE)
- MosaicML Composer
- Flash-Attention
- Weights & Biases / TensorBoard
- Training Orchestration (500+ nodes)
Observability
- Prometheus / Telegraf
- Grafana
- TimescaleDB
- Custom Monitor Stacks
- Slack-Integrated Alerting
Languages
- Python
- Bash
- Nix
- YAML
Cloud
- AWS
- Azure
- GCP
- Oracle Cloud (OCI)
- OpenStack
- Ceph Storage
IaC / DevOps
- Terraform
- Ansible
- Chef / SaltStack
- Git / CI/CD
- Jenkins / Hydra
Containers
- Docker
- Kubernetes (CKA)
- NVIDIA Container Runtime
- Docker Compose
Networking
- InfiniBand (ConnectX-6)
- Mellanox UFM
- Dell SONiC
- SNMP / RDMA / UCX
- Network Automation
Data
- PostgreSQL / TimescaleDB
- Redis
- Elasticsearch
- Pandas / NumPy
Hardware / DC
- Dell iDRAC / Redfish
- IPMI / BIOS (racadm)
- VAST Data / NFS
- PSU / Thermal Monitoring
- 500+ Node Cluster Ops
Frameworks
- FastAPI / Uvicorn
- Slack Bolt SDK
- Chainlit
- REST / Redfish APIs
Linux
- RPM / DEB / NixOS
- Server Hardening
- Kernel Tuning
- SSH Orchestration
Certifications
NVIDIA-Certified Associate: Generative AI LLMs
a4647c10-d4bf-4dde-9452-514413e6e291
Certified: Terraform Associate (003)
aeceb2f3-33ac-4ad4-a94a-dbb177fc619a
Certified Kubernetes Administrator
LF-a2o0xdlc96
Certified OpenStack Administrator
COA-1600-0067-0100
AWS Certified Cloud Practitioner
K40MK0MDFEEQ13CJ
OpenStack Administrator Certification Professional Level
200-422-511
Red Hat Certified Administrator
150-132-256
Linux Foundation Certified Engineer
LFCE-1500-0058-0200
Certified Ethical Hacker v9
ECC55284410087
ITIL Foundation Certificate in IT Service Management
5426913.20427512
IBM Certified System Administrator - AIX 7
03005008
SUSE Enterprise Architect
10186201
SUSE Certified Instructor
10186201
Certified Engineer Enterprise Linux
10186201
Certified Engineer OpenStack Cloud
10186201
Certified Administrator Enterprise Storage (Ceph)
10186201
Certified Administrator Systems Management (SUSE Manager)
10186201
HOME-LAB
sysBOFH
My personal flake-based NixOS configuration system that supports reproducible setups across NixOS desktops, servers, and macOS machines using shared, modular components.
DevOps Nix Shell
Portable, reproducible nix shell environments with all your DevOps tools and dotfiles, run them anywhere, instantly.
BOFH NixVim
This is my functional and minimalist NixVim configuration, featuring a carefully curated set of essential plugins for an efficient, distraction-free editing experience.
OpenStack Lab
Automated OpenStack deployment pipeline powered by Terraform and Ansible. Build, provision, and configure with ease.
Ansible Lab
A personal, fully scalable Ansible lab powered by Docker and based on openSUSE Tumbleweed, easily customizable to any Linux base image. Perfect for testing and developing automation workflows.
CEPH Lab
Automated Ceph homelab deployment on scalable, multi-node architectures using Terraform and Ansible for efficient infrastructure and orchestration.
Get In Touch
Feel free to reach out through any of these channels.