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debmalyaSanyal/README.md

⚡ About Me

class DebmalyaSanyal:

    role = [
        "Generative AI Engineer",
        "Computer Vision Engineer",
        "AI Researcher"
    ]

    expertise = [
        "LLMs",
        "Computer Vision",
        "Deep Learning",
        "Inference Optimization",
        "AI Agents"
    ]

    currently_building = [
        "Enterprise AI Copilots",
        "Multi-Agent Systems",
        "Production AI Pipelines"
    ]

    philosophy = """
    AI systems should be:
    scalable,
    efficient,
    deployable,
    production-ready
    """

🧠 Research Publication

📄 Efficient Face Recognition via Mathematical Optimization


$$O(n^2) \rightarrow O(n^{1.585})$$

Key Contributions

  • ⚡ Reduced computation complexity by 50%+
  • 🚀 Improved inference speed for real-time systems
  • 🖥️ Optimized deployment for edge AI environments
  • 👁️ Enhanced face recognition efficiency

🔗 https://link.springer.com/article/10.1007/s44163-025-00820-w

🚀 Featured Projects

🔐 AI Face Recognition System

Highlights

  • FaceNet + MTCNN pipeline
  • Embedding optimization
  • Real-time recognition
  • Fast similarity search

Stack

Python OpenCV FaceNet

🎯 Real-Time Object Detection

Highlights

  • YOLOv3 inference engine
  • Live webcam AI
  • Real-time tracking
  • Streamlit dashboard

Stack

YOLOv3 OpenCV Streamlit

🧠 AI Interview Copilot

Highlights

  • Resume-aware AI
  • NLP evaluation
  • Adaptive interviews
  • Automated feedback

Stack

Python LangChain LLMs

⚡ Enterprise AI Copilot

Highlights

  • AI workflow automation
  • Enterprise integrations
  • AI agents
  • Production AI pipelines

Stack

Python Flask LLMs

🏗️ Industry-Level AI Systems

🤖 Multi-Agent Enterprise AI

Features

  • Multi-agent reasoning
  • RAG pipelines
  • Workflow orchestration
  • Memory-aware systems

Stack

LangChain FAISS LLMs Flask

⚡ Real-Time AI Inference Engine

Features

  • Async inference
  • GPU optimization
  • Tensor batching
  • Low-latency execution

Stack

PyTorch CUDA TensorFlow Docker

👁️ AI Surveillance Platform

Features

  • Threat detection
  • Unknown entity recognition
  • AI-based monitoring
  • Real-time alert pipelines

Stack

YOLOv3 OpenCV Python

🧩 Generative AI Automation

Features

  • Prompt pipelines
  • Semantic retrieval
  • Workflow automation
  • AI orchestration

Stack

LLMs FastAPI LangChain

💼 Experience

🧠 Generative AI Analyst @ iMerit
⚡ Generative AI Engineer @ Wavelaps
🚀 AI Researcher @ Coding Jr
🔥 Python Developer @ VirtuNexa
💡 AI Intern @ Infosys Springboard

🛠️ Tech Stack



📊 GitHub Analytics





😂 Developer Moments

Debugging
Training Loss Drops
Deployment Success
GPU Finally Works

🌐 Connect

⚡ Engineering AI Systems That Are Fast, Scalable, and Production-Ready


Pinned Loading

  1. cancer cancer Public

    project

  2. harshu-kasyap harshu-kasyap Public

    Forked from harshu-kasyap/harshu-kasyap

  3. realtimeobjectdetection realtimeobjectdetection Public

    Python

  4. sign-language-detection sign-language-detection Public

  5. Virtunexa Virtunexa Public

    project

    Python

  6. avijit-28/smart-health-tracker avijit-28/smart-health-tracker Public

    HTML 1