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README.md

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# Few-Shot Learning for Rooftop Detection in Satellite Imagery
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### GRAD-E1394 Deep Learning
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[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/hertie-data-science-lab/tutorial-new-tutorial-group-1/blob/elena-setup/notebooks/tutorial_few_shot_learning.ipynb)
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**Author(s):** Elena Dreyer, Giorgio Coppola, Nadine Daum, Nicolas Reichardt
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## Tutorial Overview
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```bash
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# Clone the repository
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git clone https://github.com/elenaivadreyer/tutorial-group-1.git
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git clone https://github.com/hertie-data-science-lab/tutorial-new-tutorial-group-1.git
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cd tutorial-group-1
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# Create virtual environment

docs/index.md

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### Installation
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```bash
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git clone https://github.com/elenaivadreyer/tutorial-group-1.git
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git clone https://github.com/hertie-data-science-lab/tutorial-new-tutorial-group-1.git
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cd tutorial-group-1
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pip install -e .
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```
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## Resources
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- [GitHub Repository](https://github.com/elenaivadreyer/tutorial-group-1)
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- [Tutorial Notebook](https://github.com/elenaivadreyer/tutorial-group-1/blob/main/notebooks/tutorial_few_shot_learning.ipynb)
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- [GitHub Repository](https://github.com/hertie-data-science-lab/tutorial-new-tutorial-group-1)
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- [Tutorial Notebook](https://github.com/hertie-data-science-lab/tutorial-new-tutorial-group-1/blob/main/notebooks/tutorial_few_shot_learning.ipynb)
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## License
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notebooks/tutorial_few_shot_learning.ipynb

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"metadata": {},
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"source": [
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"# Few-Shot Learning for Rooftop Detection in Satellite Imagery\n",
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"## GRAD-E1394 Deep Learning\n",
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"### GRAD-E1394 Deep Learning\n",
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"\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/hertie-data-science-lab/tutorial-new-tutorial-group-1/blob/main/notebooks/tutorial_few_shot_learning.ipynb)\n",
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"\n",
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"**Author(s):** Elena Dreyer, Giorgio Coppola, Nadine Daum, Nicolas Reichardt\n",
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"\n",
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"This tutorial demonstrates few-shot learning techniques for semantic segmentation of satellite imagery. We focus on rooftop detection using high-resolution satellite images of Geneva, Switzerland.\n",
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"\n",
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"### Learning Outcomes\n",

pyproject.toml

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[project]
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name = "few_shot_utils"
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version = "0.0.1.dev0"
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description = "Few-shot learning tutorial on satellite imagery for rooftop detection in Geneva, Switzerland"
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version = "0.0.1"
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description = "DL Tutorial 2025: Few-shot learning tutorial on satellite imagery for rooftop detection."
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readme = "README.md"
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authors = [
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{name = "Tutorial Group 1"},
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[project.urls]
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Documentation = "https://elenaivadreyer.github.io/tutorial-group-1/"
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Source = "https://github.com/elenaivadreyer/tutorial-group-1"
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Tracker = "https://github.com/elenaivadreyer/tutorial-group-1/issues"
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Source = "https://github.com/hertie-data-science-lab/tutorial-new-tutorial-group-1"
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Tracker = "https://github.com/hertie-data-science-lab/tutorial-new-tutorial-group-1/issues"
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#Global ruff configuration
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[tool.ruff]

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