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@SCO-Semi-Cool-Ones @GIS-Remote-Sensing-Goettingen

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mak8427/README.md

Hi, I’m Davide Mattioli 🛰️

PhD Candidate · Geospatial AI · Remote Sensing · Scientific ML

I build machine learning pipelines that turn UAV, satellite, and Earth Observation data into measurable environmental insight.

Portfolio · GitHub · LinkedIn


About

I work at the intersection of remote sensing, deep learning, and scientific data engineering.

My focus is building reliable AI systems for environmental monitoring: from UAV and VHR imagery to large-scale geospatial inference, segmentation, canopy analysis, and explainable models.


Focus areas

  • Geospatial AI: UAV imagery, orthophotos, satellite data, raster/vector pipelines
  • Remote sensing ML: segmentation, canopy mapping, land-cover analysis, large raster inference
  • Foundation models: DINO-style backbones, ViTs, feature extraction, weak supervision
  • Explainable AI: attribution, attention diagnostics, domain shift, spurious cue analysis
  • HPC: SLURM, Docker, GPU pipelines, reproducible experiments

Tech stack

Python
Python
Julia
Julia
Rust
Rust
C++
C++
Bash
Bash
PyTorch
PyTorch
TensorFlow
TensorFlow
Keras
Keras
scikit-learn
scikit-learn
NumPy
NumPy
Pandas
Pandas
OpenCV
OpenCV
Linux
Linux
Docker
Docker
Kubernetes
Kubernetes
Git
Git
AWS
AWS / S3
YAML
YAML

Let’s connect

Visit my portfolio

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  1. GIS-Remote-Sensing-Goettingen/Dinov3-LWF-Segmentation GIS-Remote-Sensing-Goettingen/Dinov3-LWF-Segmentation Public

    Python 1

  2. GIS-Remote-Sensing-Goettingen/SegEdge GIS-Remote-Sensing-Goettingen/SegEdge Public

    Jupyter Notebook 2