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ORION2809/README.md

Typing SVG


⚡ > whoami

Terminal
{
  "name": "Shreyas Suvarna",
  "title": "AI/ML Engineer",
  "location": "India 🇮🇳",
  "status": "Building the future"
}
🎯 Core Skills
🧠 Explainable AI (XAI)
👁️ Computer Vision
📝 NLP & NER
📈 Time-Series Analysis
🌐 3D Web Graphics
🔥 Current Focus
🏥 Healthcare AI
🐟 Aquaculture Intelligence
⚖️ Legal Tech NLP
╔══════════════════════════════════════════════════════════════════════════════╗
║                                                                              ║
║   🏗️  ARCHITECTURES         🔧  TOOLS              📊  DOMAINS              ║
║   ─────────────────         ─────────              ───────────               ║
║   ▸ Ensemble Learning       ▸ Python/TS           ▸ Healthcare AI           ║
║   ▸ Transformer Models      ▸ TensorFlow          ▸ AgriTech                ║
║   ▸ Expert Systems          ▸ Three.js            ▸ Legal NLP               ║
║   ▸ Neural Networks         ▸ FastAPI             ▸ 3D Visualization        ║
║                                                                              ║
╚══════════════════════════════════════════════════════════════════════════════╝


🎯 Tech Arsenal

🧠 AI/ML & Data Science

⚛️ Frontend & 3D Graphics

🔧 Backend & Tools


🚀 Featured Projects

🫀 XAI Tachycardia Detection

Explainable AI for Real-time Cardiac Health

🔬 Two-Lane Detection Architecture
🧠 SHAP + LIME Explainability  
📊 Multi-Dataset: MIT-BIH, PTB-XL
🎯 98%+ Sensitivity on VT/VFL
⚡ Calibrated Uncertainty Scoring

🐟 Aquaculture AI

Intelligent Farm Management System

🌊 7-Engine ML Pipeline
📈 Growth & Yield Prediction
🦠 Disease Detection & Treatment
🎛️ Automated Feed Optimization
🔍 Root Cause Analysis Engine

🎙️ Multilingual Transcription

Transcription Tool

AI-Powered Audio Processing

🗣️ Telugu + English Code-Switching
🎬 YouTube URL Direct Processing  
📝 Triple Output Formats
🔊 Whisper + GPT-4o Pipeline
📁 Batch Processing Support

🌐 Aurora Aqua 3D Website

Aurora Aqua

Immersive 3D Web Experience

🎨 Three.js 3D Environments
✨ GSAP Advanced Animations
🐠 Interactive Fish Visualization
📱 Responsive Particle Effects
⚡ Vite-Powered Performance

🎮 3D Object Viewer

3D Viewer

AI-Powered 2D to 3D Transformation

🤖 AI 3D Model Generation
🖼️ Multi-View Projection Modes
🎛️ Interactive Controls
📐 Real-time Transformations
🌈 Custom Texture Mapping

⚖️ Legal NER System

Legal NER

Named Entity Recognition for Legal Docs

📜 Indian Legal Document NER
🏛️ 15+ Entity Types Support
🔄 Data Augmentation Pipeline  
📊 Template-Based Generation
⚡ BERT Fine-tuning Ready


🏗️ System Architectures

🫀 XAI Tachycardia - Two-Lane Detection
┌─────────────────────────────────────────────────────────────────────────┐
│                     ECG SIGNAL INPUT                                     │
├─────────────────────────────────────────────────────────────────────────┤
│                                                                          │
│   ┌──────────────┐    ┌──────────────┐    ┌──────────────┐               │
│   │  Signal QC   │───▶│   Feature    │───▶│   Ensemble   │               │
│   │   6-SQI      │    │  Extraction  │    │    Models    │               │
│   └──────────────┘    └──────────────┘    └──────┬───────┘               │
│                                                   │                      │
│   ┌───────────────────────────────────────────────┴─────────────────┐   │
│   │                     TWO-LANE ARCHITECTURE                        │   │
│   ├─────────────────────────────┬───────────────────────────────────┤   │
│   │     SENSITIVITY LANE        │       PRECISION LANE              │   │
│   │  ┌─────────────────────┐    │    ┌─────────────────────┐        │   │
│   │  │  Low Threshold      │    │    │  High Threshold     │        │   │
│   │  │  Catch All VT/VFL   │    │    │  Reduce Alarms      │        │   │
│   │  └─────────────────────┘    │    └─────────────────────┘        │   │
│   └─────────────────────────────┴───────────────────────────────────┘   │
│                                   │                                      │
│                    ┌──────────────┴──────────────┐                      │
│                    │    EXPLAINABILITY ENGINE     │                     │
│                    │  ┌───────┐    ┌───────────┐ │                      │
│                    │  │ SHAP  │    │   LIME    │ │                      │
│                    │  └───────┘    └───────────┘ │                      │
│                    └──────────────┬──────────────┘                      │
│                                   │                                      │
│                    ┌──────────────▼──────────────┐                      │
│                    │   CLINICAL PRIORITY OUTPUT   │                     │
│                    │   VT/VFL > SVT > Sinus Tachy │                     │
│                    └─────────────────────────────┘                      │
└─────────────────────────────────────────────────────────────────────────┘
🐟 Aquaculture AI - 7-Engine Pipeline
                              ╔═══════════════════════════════════╗
                              ║      AQUACULTURE AI ENGINE        ║
                              ╚═══════════════════════════════════╝
                                              │
        ┌─────────────────────────────────────┼─────────────────────────────────────┐
        │                                     ▼                                     │
        │  ┌──────────┐    ┌──────────┐    ┌──────────┐    ┌──────────┐            │
        │  │  📡      │    │  🌊      │    │  📈      │    │  ⚠️       │            │
        │  │ SENSORS  │───▶│   WQE    │───▶│   GPE    │───▶│   SRE    │            │
        │  │          │    │ Water QC │    │  Growth  │    │ Survival │            │
        │  └──────────┘    └────┬─────┘    └────┬─────┘    └────┬─────┘            │
        │                       │               │               │                   │
        │                       ▼               ▼               ▼                   │
        │                  ┌──────────┐    ┌──────────┐    ┌──────────┐            │
        │                  │  🦠      │    │  🍽️       │    │  🎯      │            │
        │                  │   DME    │    │   FEE    │    │  YGPE   │            │
        │                  │ Disease  │    │ Feeding  │    │  Yield  │            │
        │                  └────┬─────┘    └────┬─────┘    └────┬─────┘            │
        │                       │               │               │                   │
        │                       └───────────────┼───────────────┘                   │
        │                                       ▼                                   │
        │                              ┌──────────────┐                            │
        │                              │  🔍 RCRE     │                            │
        │                              │  Root Cause  │                            │
        │                              │  Analysis    │                            │
        │                              └──────────────┘                            │
        │                                       │                                   │
        │                                       ▼                                   │
        │                    ┌─────────────────────────────────┐                   │
        │                    │   📋 ACTIONABLE RECOMMENDATIONS  │                   │
        │                    └─────────────────────────────────┘                   │
        └───────────────────────────────────────────────────────────────────────────┘

📊 GitHub Analytics


🐍 Contribution Graph

github-snake


🎖️ Achievements & Metrics

Domain Projects Tech Highlights
🧠 AI/ML 3+ XAI, Ensemble Learning, BERT
🏥 Healthcare 1 ECG Analysis, Clinical AI
🌊 AgriTech 2 Aquaculture, IoT Integration
🌐 3D/Web 3+ Three.js, GSAP, WebGL
📜 NLP 2 NER, Transcription, Legal AI

🌐 Let's Connect


💡 "Building AI systems that don't just predict — they explain."

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