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Skills

Toolkit.

The instruments I use to move from raw satellite pixels to defensible predictions.

Categories

Skills are grouped by role in the research pipeline — from acquisition to modeling to communication.

Programming

Python92%
JavaScript74%
Web (HTML/CSS)80%

GIS

ArcGIS78%
QGIS85%
Google Earth Engine88%
ENVI62%
ERDAS Imagine58%

Machine Learning

Scikit-learn88%
TensorFlow65%
PyTorch60%

Data Science

NumPy90%
Pandas90%
Matplotlib82%
OpenCV55%

Tools & Workflow

Git & GitHub84%
VS Code90%
Jupyter Notebook92%
Google Colab90%