diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5a2c78e6..68f5958a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -31,6 +31,7 @@ and this project adheres to [Semantic Versioning](http://semver.org/spec/v2.0.0.
   - AddHCATMixin assures hcat-extension validity and csv-based data-conversion if required
   - EuroCropsConverterMixin is a BaseClass for EuroCrops-provided datasets
   - EuroLandBaseConverter is a BaseClass for Euroland-provided datasets
+- Addes some converters that contain splits for ML usecases
 - Avoid base property schema override
 - Add Converter for Bulgaria
 - Remove unintended CommonMark formatting (indentation) from descriptions in converters
diff --git a/fiboa_cli/datasets/ai4sf.py b/fiboa_cli/datasets/ai4sf.py
index 4f043fa8..0296e18e 100644
--- a/fiboa_cli/datasets/ai4sf.py
+++ b/fiboa_cli/datasets/ai4sf.py
@@ -3,7 +3,7 @@
 from ..conversion.fiboa_converter import FiboaBaseConverter
 
 
-class Converter(FiboaBaseConverter):
+class Ai4SfConverter(FiboaBaseConverter):
     sources = {
         # Cambodia
         "https://phys-techsciences.datastations.nl/api/access/datafile/100634?gbrecs=true": "2_cambodia_areas.gpkg",
@@ -72,7 +72,7 @@ class Converter(FiboaBaseConverter):
     }
 
     id = "ai4sf"
-    short_name = "Cambodia/Vietnam (AI4SmallFarms)"
+    short_name = "Cambodia/Vietnam (AI4SF)"
     title = "Field boundaries for Cambodia and Vietnam (AI4SmallFarms)"
     # from https://research.tudelft.nl/en/publications/ai4smallfarms-a-dataset-for-crop-field-delineation-in-southeast-a
     description = """
diff --git a/fiboa_cli/datasets/ai4sf_ml.py b/fiboa_cli/datasets/ai4sf_ml.py
new file mode 100644
index 00000000..2f2aafb5
--- /dev/null
+++ b/fiboa_cli/datasets/ai4sf_ml.py
@@ -0,0 +1,20 @@
+from .ai4sf import Ai4SfConverter
+from .commons.ml_splits import MlSplitsMixin
+
+
+class Ai4SfMlConverter(MlSplitsMixin, Ai4SfConverter):
+
+    def migrate(self, gdf):
+        # Download file with splits
+        urls = {
+            "https://phys-techsciences.datastations.nl/api/access/datafile/100418?gbrecs=true": "tiles_asia.gpkg",
+        }
+        paths = self.download_files(urls, self.cache)
+        tiles = self.read_data(paths, **self.open_options)
+
+        # Add splits
+        splits = tiles[["id", "country", "split"]].drop_duplicates(subset=["id", "country"])
+        gdf = gdf.merge(splits, on=["id", "country"], how="left")
+        gdf["split"] = gdf["split"].replace({"validate": "val"})
+
+        return super().migrate(gdf)
diff --git a/fiboa_cli/datasets/commons/ml_splits.py b/fiboa_cli/datasets/commons/ml_splits.py
new file mode 100644
index 00000000..707fd907
--- /dev/null
+++ b/fiboa_cli/datasets/commons/ml_splits.py
@@ -0,0 +1,26 @@
+class MlSplitsMixin:
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+
+        self.cache = None
+
+        self.id = self.id + "_ml"
+        self.title += " with splits"
+        self.short_name += " with splits"
+
+        self.columns["split"] = "split"
+
+        if "required" not in self.missing_schemas:
+            self.missing_schemas["required"] = []
+        self.missing_schemas["required"].append("split")
+        if "properties" not in self.missing_schemas:
+            self.missing_schemas["properties"] = {}
+        self.missing_schemas["properties"]["split"] = {
+            "type": "string",
+            "enum": ["train", "val", "test"],
+        }
+
+    def download_files(self, uris, cache_folder=None, **kwargs):
+        # Store cache folder for later use in migrate
+        self.cache = cache_folder
+        return super().download_files(uris, cache_folder, **kwargs)