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marvelayush/README.md

Hi , I'm Ayush Narayan

Typing SVG

LinkedIn Email Google Cloud BMSCE


Connect With Me

LinkedIn    Instagram    GitHub    Gmail    Discord    Google Skills

🧠 About Me

class AyushNarayan:
    def __init__(self):
        self.name         = "Ayush Narayan"
        self.pronouns     = "He/Him"
        self.location     = "Bengaluru, India"
        self.education    = "BTech ISE @ BMSCE (2023–2027)"
        self.research     = ["LLM + RAG Systems", "NLP Pipelines",
                             "Real-Time Comms", "Network ML"]
        self.current_work = ["FRPS-2025 Research @ BMSCE",
                             "Collab — Modelicon Infotech LLP"]
        self.interests    = ["Full-Stack Dev", "Systems Engineering",
                             "Competitive Programming", "Cloud"]
        self.fun_fact     = "Made cursor move using phone gravity."

    def say_hi(self):
        print("Ship fast. Learn faster. Build things that work.")

🏅 Highlights

Achievement Details
🔬 Funded Researcher VTU FRPS-2025 · Rs. 4.5L · Modelicon Infotech LLP
☁️ Google Cloud Certified 10+ courses — Kubernetes, Terraform, Load Balancing, Scaling
🧩 Competitive Programmer 120+ LeetCode — Arrays, Trees, Graphs, DP
🚀 Hackathon Regular Winner @ Phase Shift 2024 · Devfolio · Unstop · HackerEarth · MLH
🌐 Web Coordinator Info & Web Team — Phase Shift 2024, BMSCE

☁️ Google Cloud Skills

🎓 All courses completed & passed on Google Skills Boost

GCP Fundamentals GCP Essential Foundation GCP Core Services GCP Elastic Scaling Terraform Kubernetes Load Balancing GCP Network App Dev Env ACE Journey

🚀 Featured Projects

🤖 AI-Powered Academic ERP AssistantFRPS-2025 Funded, Ongoing

Conversational AI grounding an LLM with live institutional ERP data.

  • RAG pipeline reducing hallucination by anchoring on structured ERP records
  • Secure API integration between LLM assistant and campus ERP system
  • Modular backend for query parsing, auth handling, and ERP request routing
  • Targeting campus-wide deployment, publication, and patent filing

Stack: Python LLM APIs RAG REST APIs Modelicon Infotech LLP

🖱️ Mouse ControllerReal-Time Motion Mouse  ·  🌐 Live Demo

Control your laptop cursor by tilting your phone — like pointing a TV remote at your screen.

  • WebSocket-based real-time communication with ultra-low latency
  • DeviceOrientation API capturing gyroscope Alpha/Beta/Gamma axes
  • Python + FastAPI + pyautogui translating motion → cursor movement
  • QR-code pairing, HTTPS/WSS security, live telemetry dashboard

Stack: Next.js React Python FastAPI WebSockets pyautogui Tailwind CSS

📄 Automated Resume AnalyzerNLP Classification Pipeline

End-to-end supervised NLP pipeline for binary resume classification.

  • TF-IDF vectorization (max_features=5000) capturing high-signal lexical features
  • Gensim tokenization + NLTK stopword removal + L2-regularized Logistic Regression & LinearSVC
  • Accuracy, Precision, Recall, F1, confusion matrices; real-time inference workflow

Stack: Python scikit-learn TF-IDF NLTK Gensim Logistic Regression LinearSVC

🌐 Congestion Detection SystemNetwork Systems & ML

Real-time network performance monitoring with ML-based congestion state prediction.

  • ICMP / UDP / TCP RTT measurement pipeline + iPerf3 throughput analysis
  • Feature engineering: mean RTT, std deviation, signal elevation
  • SVM-based congestion classifier; CSV logging + matplotlib graph output

Stack: Python scikit-learn SVM iPerf3 matplotlib NumPy pandas

🇮🇳 India ExplorerFull-Stack Travel Platform  ·  🌐 Live Demo

A modern full-stack travel exploration platform showcasing India's cultural diversity, heritage, architecture, and tourism ecosystem through a visually immersive interface.

  • 🗺️ Interactive state exploration with dynamic routing and categorized tourism filtering
  • 🔍 Real-time intelligent search across states and destinations
  • ⚡ FastAPI REST endpoints — /api/states, /api/search, /api/states/{slug}, /api/categories
  • 🗃️ MongoDB Atlas async document architecture with Motor/PyMongo integration
  • 🎨 Framer Motion animations, Tailwind CSS responsive layouts, Axios API communication
  • ☁️ Full cloud deployment: Vercel (frontend) + Render (backend) + MongoDB Atlas (DB)

System Architecture:

React Frontend (Vercel) → FastAPI Backend (Render) → MongoDB Atlas

Stack: React.js FastAPI MongoDB Atlas Tailwind CSS Framer Motion Axios Uvicorn Pydantic Vercel Render

💻 Tech Stack

🤖 AI / ML & NLP

RAG LLM APIs Prompt Engineering scikit-learn PyTorch NLTK Gensim

Capabilities: TF-IDF Pipelines · RAG Architecture · Hallucination Mitigation · NLP Preprocessing · Supervised Classification · Model Evaluation · Confusion Matrices


💻 Languages

C++ Python Java JavaScript SQL HTML5 CSS3 Bash


🌐 Web & Full-Stack

React Next JS FastAPI Node.js Express.js TailwindCSS Framer Motion


☁️ Cloud & DevOps

Google Cloud Kubernetes Terraform Git Linux Vercel Render GitHub Actions


🗄️ Databases

Firebase MongoDB MySQL Firestore


🔬 CS Fundamentals

  • DSA: 120+ LeetCode — Arrays, Linked Lists, Trees, Graphs, DP; O(n²) → O(n log n) optimizations
  • Core: OOP · System Design · DBMS · OS · Computer Networks · Distributed Systems
  • Data: NumPy · Pandas · Matplotlib · TF-IDF · Confusion matrices
  • Networks: RTT profiling · ICMP/UDP/TCP · Throughput analysis · Congestion modeling

🧰 Tools

VS Code Google Colab Postman Figma Netlify

⚙️ GitHub Analytics

activity graph

🏆 GitHub Trophies


Typing SVG


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