diff --git a/tutorials/usecases/README.md b/tutorials/usecases/README.md
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+# Use Cases
+
+This is the list of use cases developed in the context of the project.
+
+- [Use case A](./usecaseA): Sentinel 1, Sentinel 2 and HR data for unsupervised pre-training.
+- [Use case B](./usecaseB): Sentinel 1, Sentinel 2 and DEM data for flood detection.
+- [Use case C](./usecaseC): HR data for multi-tasking (image classification, object detection and semantic segmentation).
+- [Use case D](./usecaseD): Ship detection on Sentinel 2 data.
+- [Use case E](./usecaseE): TODO
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diff --git a/tutorials/usecases/useCaseD/00_data_access.ipynb b/tutorials/usecases/useCaseD/00_data_access.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# show how to access S2 data using eotdl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "eotdl",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/tutorials/usecases/useCaseD/01_labelling.ipynb b/tutorials/usecases/useCaseD/01_labelling.ipynb
new file mode 100644
index 00000000..2f7687ec
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+++ b/tutorials/usecases/useCaseD/01_labelling.ipynb
@@ -0,0 +1,43 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# show how to assign the labels to the images using eotdl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# show instructions on how to use the labelling tool"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "eotdl",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/tutorials/usecases/useCaseD/02_dataset_ingestion.ipynb b/tutorials/usecases/useCaseD/02_dataset_ingestion.ipynb
new file mode 100644
index 00000000..2d91bd92
--- /dev/null
+++ b/tutorials/usecases/useCaseD/02_dataset_ingestion.ipynb
@@ -0,0 +1,52 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# show how to ingest q0 dataset using eotdl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# show how to create and ingest q1 dataset using eotdl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# show how to create and ingest q2 dataset using eotdl"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "eotdl",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/tutorials/usecases/useCaseD/03_training.ipynb b/tutorials/usecases/useCaseD/03_training.ipynb
new file mode 100644
index 00000000..4804761a
--- /dev/null
+++ b/tutorials/usecases/useCaseD/03_training.ipynb
@@ -0,0 +1,52 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# show how to train a model with the dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# show how to ingest the trained model to eotdl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# show how to convert and ingest q2 model using eotdl"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "eotdl",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/tutorials/usecases/useCaseD/04_active_learning.ipynb b/tutorials/usecases/useCaseD/04_active_learning.ipynb
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index 00000000..13dd210c
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+++ b/tutorials/usecases/useCaseD/04_active_learning.ipynb
@@ -0,0 +1,34 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# show how to improve dataset and model with labelling tool leveraging active learning"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "eotdl",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/tutorials/usecases/useCaseD/README.md b/tutorials/usecases/useCaseD/README.md
new file mode 100644
index 00000000..394e82f0
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+++ b/tutorials/usecases/useCaseD/README.md
@@ -0,0 +1,3 @@
+# Use Case D
+
+Ship detection on Sentinel 2 data.
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