diff --git a/experiments/ml/__init__.py b/experiments/ml/__init__.py
new file mode 100644
index 0000000..11b65df
--- /dev/null
+++ b/experiments/ml/__init__.py
@@ -0,0 +1,11 @@
+from .evals import evaluate
+from .arch import (
+    XGBoostAgentClassifier,
+    LightGBMAgentClassifier
+)
+
+__all__ =[
+    'evaluate',
+    'XGBoostAgentClassifier',
+    'LightGBMAgentClassifier'
+]
diff --git a/experiments/ml/requirements.txt b/experiments/ml/requirements.txt
new file mode 100644
index 0000000..bdbac6a
--- /dev/null
+++ b/experiments/ml/requirements.txt
@@ -0,0 +1,6 @@
+torch
+tensorboard
+fastparquet
+pyarrow
+xgboost
+lightgbm
diff --git a/requirements.txt b/requirements.txt
index d60d06f..e7eaf09 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -12,11 +12,3 @@ uv
 scikit-learn
 supabase
 pymc
-
-# ml focused
-torch
-tensorboard
-fastparquet
-pyarrow
-xgboost
-lightgbm