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biswajyoti-nath/README.md

Hi, I’m Biswajyoti Nath 👋

I’m a Computer Science undergraduate exploring machine learning, optimization, computer vision, and cybersecurity.

I enjoy working from first principles — deriving the mathematics behind algorithms, implementing them from scratch, and running experiments to understand how they behave in practice. I’m particularly interested in the connection between theory and real-world systems.

🔍 Current Focus

  • Machine learning foundations and optimization methods
  • Understanding convergence behavior in gradient-based algorithms
  • Building applied computer vision systems
  • Strengthening core computer science fundamentals

🧠 Selected Work

  • Machine-Learning-Foundations – From-scratch ML implementations with experimental analysis
  • ATC_Project – Applied computer vision project
  • Randomness in Quantum Cryptography – Exploratory theoretical work

🎯 Long-Term Direction

I aim to deepen my understanding of mathematical and systems-level computer science, with a long-term interest in research-oriented work in cybersecurity and advanced computing.

🌐 Links

This profile documents my experiments, implementations, and steady progression as I build stronger theoretical and practical foundations in computer science.

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  1. ATC_Project ATC_Project Public

    Automated cattle body condition scoring system using YOLOv8, OpenCV and Flask. 🐄 Detects cattle, segments the body, extracts geometric features and generates body, height and rump condition scores …

    Python 1

  2. randomness-in-quantum-cryptography randomness-in-quantum-cryptography Public

    Independent Paper on randomness in quantum cryptography, Bell tests, and risks of pseudorandomness.

  3. brahmaputra-site brahmaputra-site Public

    TypeScript

  4. startup-llm-content-pipeline startup-llm-content-pipeline Public

    Multi-model AI pipeline that converts founder interview transcripts into structured startup stories using Tavily, Gemini, and Claude.

    Python 3