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RitanshuPatelMMR/README.md

I don't just write code β€” I architect solutions, challenge assumptions, and build products meant to outlast the hype.

Full Stack + AI Engineering. Production standard. Always.

Portfolio LinkedIn Email


πŸ›  Tech Stack

Frontend

Next.js React TypeScript Tailwind Redux

Backend & Cloud

Node.js FastAPI MongoDB AWS Docker Redis

πŸ€– AI Engineering

LangChain LangGraph RAG FAISS Pinecone OpenAI Prompt Engineering

Data & ML

Python XGBoost Scikit-learn Pandas SHAP


πŸ™οΈ Contribution Graph

3D Contribution Graph

🧭 What I'm Learning β€” 2025 Roadmap

AI ENGINEERING PATH
════════════════════════════════════════════════════════

  βœ…  LangChain & RAG Pipelines          β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘  90%
  βœ…  Vector Databases (FAISS/Pinecone)  β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘  75%
  πŸ”„  LangGraph & AI Agents             β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘β–‘β–‘  60%
  πŸ”„  Model Fine-tuning                 β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘  40%
  πŸ“Œ  AI Evaluation & Testing           β–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘  25%
  πŸ“Œ  Multi-modal AI Applications       β–ˆβ–ˆβ–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘  15%

FULL STACK DEPTH
════════════════════════════════════════════════════════

  βœ…  Next.js & SSR/ISR Architecture    β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘  90%
  βœ…  AWS (S3, CloudFront, EC2)         β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘  70%
  πŸ”„  System Design at Scale            β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘β–‘β–‘  55%
  πŸ“Œ  Kubernetes & Advanced DevOps      β–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘  30%

  βœ… Done  πŸ”„ In Progress  πŸ“Œ Next Up

πŸš€ Featured Projects

Project Stack What makes it different
Network Integrity Assurance Platform Python Β· XGBoost Β· FastAPI Β· SHAP Ensemble ML Β· 99.38% precision Β· XAI explainability
Cloud Vault Next.js 15 Β· Appwrite Β· TypeScript Sub-300ms retrieval Β· OTP auth Β· Full CI/CD
Chartify React Β· MongoDB Β· Recharts SaaS data viz Β· RBAC admin Β· CSV/Excel/JSON

πŸ’­ Philosophy

"Most people wait to be assigned a problem. I find them, break them down, build the solution from scratch, ship it to production, and then look for the next one.

Good code isn't just code that works β€” it's code that performs, scales, and serves a purpose.

That mindset doesn't come from a course. It comes from refusing to be average at something that actually matters."


⚑ Fun Facts

const ritanshu = {
  currentlyBuilding : ["RAG pipelines", "AI agents", "things that ship"],
  favoriteDebugLine : "it works on my machine",
  codePhilosophy    : "production standard or nothing",
  whenNotCoding     : ["analyzing tech businesses", "thinking in systems",
                       "long-term investing mindset"],
  funFact           : "I analyze stocks the same way I optimize code β€” data-driven, long-term, scalable",
  lifeRule          : "build something real every single week",
}

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