diff --git a/freqtrade/freqai/prediction_models/ReinforcementLearning.py b/freqtrade/freqai/prediction_models/ReinforcementLearning.py
index 60e29d3ab..6ced4749e 100644
--- a/freqtrade/freqai/prediction_models/ReinforcementLearning.py
+++ b/freqtrade/freqai/prediction_models/ReinforcementLearning.py
@@ -21,7 +21,7 @@ from freqtrade.persistence import Trade
 
 logger = logging.getLogger(__name__)
 
-class ReinforcementLearningModel(IFreqaiModel):
+class ReinforcementLearning(IFreqaiModel):
     """
     User created Reinforcement Learning Model prediction model.
     """
diff --git a/freqtrade/freqai/rl/BaseRLAgent.py b/freqtrade/freqai/rl/BaseRLAgent.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/freqtrade/freqai/rl/__init__.py b/freqtrade/freqai/rl/__init__.py
new file mode 100644
index 000000000..e69de29bb