class ML_Engineer:
    def __init__(self):
        self.name = "Dhananjay Sai Kumar K"
        self.location = "Chennai, India"
        self.role = "Machine Learning Engineer"
        self.focus = ["Deep Learning", "Computer Vision", "Speech Systems", "Generative AI", "Robotics"]
        self.philosophy = "From research papers → production-ready systems"
    
    def build(self):
        return "End-to-end ML pipelines that scale in the real world"

• Production-ready speech pipeline (Whisper + Demucs + Coqui TTS + Gemini API)

• 98% vocal separation clarity | ±0.15s lip-sync accuracy | 6× noise reduction

• Processes 10-min videos in 5–8 minutes on GPU

• Modular ETL pipeline: Download → ASR → Separation → NMT → TTS → Rendering

• Real-time HCI system (OpenCV + MediaPipe + Computer Vision)

• Features: Draw, Erase, Undo/Redo, Color switching, Multi-page canvas

• Led algorithm design & ML-UI integration for 3-member team

• Patent filed (2025) — Novel gesture-based drawing interface

• Full-stack + AI tourism platform (Next.js + Prisma + GeoJSON + Embeddings)

• <2s load time | 95+ Lighthouse scores

• Interactive GeoJSON destination explorer

• AI trip planner using embeddings, clustering & scoring

• Satellite forecasting using DDPM + U-Net (INSAT-3DR)

• Predicts future cloud frames

• Custom multi-band spatiotemporal ETL pipeline

• Optimized noise scheduling & architecture

• Autonomous navigation system (YOLO + ROS2 + ZED2i)

• 92% detection accuracy | 97% interaction accuracy

• Depth maps + terrain-aware obstacle avoidance

• Robotics team collaboration

• SAR → RGB conversion using U-Net

• 94.4% colorization accuracy

• Optimized preprocessing & training pipeline

• Patent Filed (2025) — Gesture Craft Intelligent Drawing System
• Hackathon Finalist — Hack for Purpose
• 1st Prize — National Science Day Video Competition
• Class Representative (2024–25)
• Community Outreach — STEM Programs

• IBM Machine Learning Professional Certificate
• Deep Learning & Reinforcement Learning — IBM
• Supervised & Unsupervised ML — IBM
• Exploratory Data Analysis — IBM
• NPTEL: Python, DSA, Machine Learning

"Building AI that bridges research and reality — one deploy at a time."