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sudipto09/README.md

About Me

Hi, I’m Sudipto Chakraborty

Master’s Student Aerospace Informatics (University of Würzburg) Computer Science Graduate | Machine Learning | Software Engineering Würzburg, Germany


What I Do

I build data-driven and software-intensive systems at the intersection of:

  • Machine Learning & Data Science
  • AI for Real-World Systems
  • Remote Sensing & GeoAI
  • Software Engineering (Python, C/C++)

I’m particularly interested in taking ML models beyond theory, building systems that are robust, interpretable, and usable in real environments.


Current Focus

  • Foundation Models (e.g., Prithvi EO, Vision Transformers)
  • Applied ML pipelines (end-to-end systems)
  • Remote sensing + geospatial AI
  • Efficient and clean system design

Technical Skills

Programming & Tools

  • Python, C/C++, JavaScript
  • Git & GitHub
  • Linux, Jupyter Notebook

Machine Learning & Data

  • Regression, Classification, Clustering
  • PCA, GMM, Feature Engineering
  • Time-Series Analysis
  • Model Evaluation & Validation

Libraries: Pandas, NumPy, scikit-learn, PyTorch, Matplotlib

Applied Domains

  • Remote Sensing & GeoAI
  • Predictive Maintenance
  • Computer Vision (Foundations)
  • Aerospace Data Systems

Featured Projects

Earth Observation using Prithvi EO 2.0

Repository: Earth-Observation-using-Prithvi-EO-2.0

  • Built a full pipeline combining:

    • Prithvi EO 2.0 embeddings (foundation model)
    • Spectral indices (NDVI, NDWI, SAVI, NDRE)
    • PCA + Gaussian Mixture Models (GMM)
  • Performed unsupervised crop zone detection from satellite imagery

  • Developed a multi-panel visualization dashboard for explainability

  • Exported results as GeoTIFF for GIS workflows

Developed at Greenspin GmbH (Würzburg) → Data, imagery, and infrastructure provided → Full pipeline design and implementation done independently


Aircraft Engine Predictive Maintenance

Repository: aircraft-engine-predictive-maintenance

  • Built an ML pipeline to predict Remaining Useful Life (RUL)
  • Worked with multivariate time-series sensor data
  • Prevented data leakage using engine-wise splits
  • Compared baseline and tree-based models

Autonomous Insect Monitoring System

  • Camera-based system using computer vision
  • Focus on real-world deployment constraints
  • Ongoing project integrating detection + hardware

Sign Language Recognition System

  • Bachelor’s thesis project
  • End-to-end ML pipeline using image processing
  • Published in IRJET (2024)

Experience & Learning

  • Earth Observation Models - Internship (Greenspin GmbH)
  • AWS Cloud Internship – cloud fundamentals & deployment
  • Full-Stack Development Training – React, Node.js
  • ESRI ArcGIS Imagery MOOC – remote sensing & GeoAI

What I’m Looking For

I’m currently looking for:

  • Working Student / HiWi roles in:

    • Remote Sensing / GeoAI
    • Machine Learning / Data Science
    • Software Engineering
    • Applied AI Systems

I’m especially interested in hands-on roles where I can:

  • Build real systems
  • Work with experienced engineers/researchers
  • Contribute to meaningful projects

Get in Touch


Thanks for visiting my profile!

Popular repositories Loading

  1. aircraft-engine-predictive-maintenance aircraft-engine-predictive-maintenance Public

    Predictive maintenance of aircraft engines using machine learning

    Jupyter Notebook 1

  2. sudipto09 sudipto09 Public

    1

  3. Earth-Observation-using-Prithvi-EO-2.0 Earth-Observation-using-Prithvi-EO-2.0 Public

    Temporal crop analysis and multi-cropping detection using Prithvi EO 2.0 embeddings, Sentinel-2 imagery, and unsupervised learning.

    Python 1

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