Bridging enterprise infrastructure with cutting-edge AI. I architect solutions that are scalable, cost-aware, and operationally resilient.
I am a seasoned Infrastructure Delivery Manager transitioning to AI Solution Architecture. With 20+ years of deep experience in Wintel/VMware environments, I now design and operationalise the foundational compute, storage, and networking fabric required for enterprise AI and GenAI workloads.
- 🧠 Formally certified in AI, Deep Learning & GenAI from IIT Roorkee.
- 🖥️ Infrastructure expert in VMware vSphere, vSAN, NVIDIA GPU virtualization.
- 🏗️ I build reference architectures for on-premise and hybrid-cloud AI systems.
- 📊 I think in TCO and ROI, not just model accuracy.
Here are the repositories that demonstrate my end-to-end AI solution thinking:
| Repository | Description |
|---|---|
vmware-gpu-ai-cluster-design |
Reference Architecture: Right-Sizing Private Cloud for GenAI with NVIDIA AI Enterprise on vSphere |
enterprise-rag-infrastructure |
End-to-End RAG System for Enterprise IT Support, architected for on-prem deployment |
genai-cost-tco-calculator |
TCO Comparison Tool: On-Prem GPU Cluster vs. Cloud for LLM Inference & Fine-Tuning |
ml-model-serving-benchmark |
Performance Benchmarks for Model Serving on Virtualized vs. Bare-Metal Infrastructure |
ai-risk-governance-framework |
A Practical Risk & Governance Checklist for Enterprise GenAI Deployment |
iit-roorkee-ai-ml-projects |
Coursework & Hands-on Projects from IIT Roorkee AI/ML Certification |
| Domain | Skills |
|---|---|
| AI/ML | Generative AI, LLMs (Llama, Mistral), RAG, LangChain, LlamaIndex, Prompt Engineering |
| Infrastructure | VMware vSphere, vSAN, ESXi, NVIDIA vGPU, Wintel, High-Performance Computing |
| Cloud & DevOps | Hybrid Cloud Architecture, Docker, Kubernetes (Basics), Terraform (Basics) |
| Programming | Python, SQL, PowerShell |
| MLOps & Serving | FastAPI, Gradio, Ollama, Quantized Models (GGUF), Model Monitoring Concepts |
| Governance | ITIL, Change Management, AI Risk Assessment, Data Residency & Compliance |
- 🎓 PG Certification in AI & ML – Intellipaat in association with IIT Roorkee (2025-2026)
- Covered: Python, SQL, Machine Learning, Deep Learning, GenAI, NLP, Computer Vision
- 🖥️ AWS Solution Architect Associate
- 📧 Email: sanjubagal@gmail.com
"I'm actively seeking AI Solutions Architect & AI Infrastructure roles. If you're building an AI practice and need someone who understands both the model and the metal, let's talk."