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Satadru03/README.md

👋 Hi, I'm Satadru Halder

🚀 Backend + Machine Learning Engineer 🎓 Final Year B.Tech (ECE) @ IIIT Kalyani

I build real-world AI + backend systems that are deployed, scalable, and usable.

🚀 Featured Project

🧠 Human Free Will Erosion Engine

A behavioral analytics system that models how predictable human decision patterns become over time.

🔗 Live Dashboard https://human-free-will-erosion-dashboard.onrender.com/

🔗 API Docs https://human-free-will-api.onrender.com/docs

🔗 GitHub Repo https://github.com/Satadru03/human-free-will-erosion-engine

⚡ What it does

  • Logs human decisions over time
  • Computes behavioral entropy & predictability
  • Detects habit loops
  • Predicts next likely action using Markov models
  • Simulates future behavior patterns

🧠 Tech Stack

  • FastAPI + Python
  • PostgreSQL + SQLAlchemy
  • Streamlit Dashboard
  • JWT Authentication
  • Markov Modeling + Entropy Analytics
  • Deployed on Render

⚙️ Other Projects

📊 ETL + Analytics Dashboard

https://github.com/Satadru03/world-population-etl-dashboard

  • Web scraping + ETL pipeline
  • PostgreSQL storage
  • Streamlit visualization

🤖 ML-Powered Backend API

https://github.com/Satadru03/fastapi-borrowing

  • End-to-end ML pipeline
  • FastAPI prediction service
  • Dockerized backend

🧾 FastAPI Todo Backend

https://github.com/Satadru03/fastapi-todo

  • CRUD API with PostgreSQL
  • JWT authentication
  • Dockerized setup

🧰 Tech Stack

Languages: Python, SQL Backend: FastAPI Database: PostgreSQL ML: scikit-learn, NLP basics DevOps: Docker, Render, AWS (basic) Frontend: Streamlit

📈 What I'm Focused On

  • Building production-ready ML systems
  • Backend architecture + APIs
  • Behavioral analytics & applied AI

📫 Contact

📧 satadruhalder03@gmail.com 🔗 https://www.linkedin.com/in/satadru-h-791415213/

⭐ If you like my work, feel free to explore my repositories!

Pinned Loading

  1. fastapi-borrowing fastapi-borrowing Public

    A clean, minimal FastAPI project that demonstrates how to build a production-style API with probability-based decision logic.

    Jupyter Notebook

  2. fastapi-todo fastapi-todo Public

    A containerized FastAPI backend with JWT authentication, PostgreSQL database, and user-scoped Todo management using Docker Compose.

    Python

  3. human-free-will-erosion-engine human-free-will-erosion-engine Public

    Python 1

  4. personal-finance-dashboard personal-finance-dashboard Public

    Python

  5. portfolio portfolio Public

    My Portfolio

    CSS 1

  6. world-population-etl-dashboard world-population-etl-dashboard Public

    An end-to-end data engineering project that scrapes population data from Wikipedia, loads it into PostgreSQL, and visualizes it with Streamlit.

    Python 1