diff --git a/rslp/forest_loss_driver/__init__.py b/rslp/forest_loss_driver/__init__.py
index 30e884d8..41967b3a 100644
--- a/rslp/forest_loss_driver/__init__.py
+++ b/rslp/forest_loss_driver/__init__.py
@@ -1,12 +1,11 @@
 """Forest loss driver classification project."""
 
 from .predict_pipeline import (
-    PredictPipelineConfig,
     predict_pipeline,
     select_best_images_pipeline,
 )
 
 workflows = {
-    "predict": (PredictPipelineConfig, predict_pipeline),
-    "select_best_images": (None, select_best_images_pipeline),
+    "predict": predict_pipeline,
+    "select_best_images": select_best_images_pipeline,
 }
diff --git a/rslp/landsat_vessels/__init__.py b/rslp/landsat_vessels/__init__.py
index eee14976..f1fa0212 100644
--- a/rslp/landsat_vessels/__init__.py
+++ b/rslp/landsat_vessels/__init__.py
@@ -3,5 +3,5 @@
 from .predict_pipeline import predict_pipeline
 
 workflows = {
-    "predict": (None, predict_pipeline),
+    "predict": predict_pipeline,
 }
diff --git a/rslp/main.py b/rslp/main.py
index 9664c94f..da0cd0e8 100644
--- a/rslp/main.py
+++ b/rslp/main.py
@@ -21,7 +21,7 @@ def main() -> None:
     args = parser.parse_args(args=sys.argv[1:3])
 
     module = importlib.import_module(f"rslp.{args.project}")
-    workflow_fn = module.workflows[args.workflow][1]
+    workflow_fn = module.workflows[args.workflow]
     jsonargparse.CLI(workflow_fn, args=sys.argv[3:])
 
 
diff --git a/rslp/maldives_ecosystem_mapping/__init__.py b/rslp/maldives_ecosystem_mapping/__init__.py
index d8b0260c..013e4108 100644
--- a/rslp/maldives_ecosystem_mapping/__init__.py
+++ b/rslp/maldives_ecosystem_mapping/__init__.py
@@ -1,15 +1,10 @@
 """Maldives ecosystem mapping project."""
 
-from rslp.config import BaseTrainPipelineConfig
-
-from .data_pipeline import DataPipelineConfig, data_pipeline
+from .data_pipeline import data_pipeline
 from .predict_pipeline import maxar_predict_pipeline, sentinel2_predict_pipeline
-from .train_pipeline import maxar_train_pipeline, sentinel2_train_pipeline
 
 workflows = {
-    "data": (DataPipelineConfig, data_pipeline),
-    "train_maxar": (BaseTrainPipelineConfig, maxar_train_pipeline),
-    "train_sentinel2": (BaseTrainPipelineConfig, sentinel2_train_pipeline),
-    "predict_maxar": (None, maxar_predict_pipeline),
-    "predict_sentinel2": (None, sentinel2_predict_pipeline),
+    "data": data_pipeline,
+    "predict_maxar": maxar_predict_pipeline,
+    "predict_sentinel2": sentinel2_predict_pipeline,
 }
diff --git a/rslp/maldives_ecosystem_mapping/train_pipeline.py b/rslp/maldives_ecosystem_mapping/train_pipeline.py
deleted file mode 100644
index 8040fa3e..00000000
--- a/rslp/maldives_ecosystem_mapping/train_pipeline.py
+++ /dev/null
@@ -1,22 +0,0 @@
-"""Model training pipeline for Maldives ecosystem mapping project."""
-
-from rslp.config import BaseTrainPipelineConfig
-from rslp.launch_beaker import launch_job
-
-
-def maxar_train_pipeline(config: BaseTrainPipelineConfig) -> None:
-    """Run the training pipeline.
-
-    Args:
-        config: the model training config.
-    """
-    launch_job("data/maldives_ecosystem_mapping/config.yaml", mode="fit")
-
-
-def sentinel2_train_pipeline(config: BaseTrainPipelineConfig) -> None:
-    """Run the training pipeline.
-
-    Args:
-        config: the model training config.
-    """
-    launch_job("data/maldives_ecosystem_mapping/config_sentinel2.yaml", mode="fit")
diff --git a/rslp/sentinel2_vessels/__init__.py b/rslp/sentinel2_vessels/__init__.py
index 96e74130..1af966a0 100644
--- a/rslp/sentinel2_vessels/__init__.py
+++ b/rslp/sentinel2_vessels/__init__.py
@@ -3,5 +3,5 @@
 from .predict_pipeline import predict_pipeline
 
 workflows = {
-    "predict": (None, predict_pipeline),
+    "predict": predict_pipeline,
 }