diff --git a/src/primaite/notebooks/training_example_ray_multi_agent.ipynb b/src/primaite/notebooks/Training-an-RLLIB-MARL-System.ipynb
similarity index 100%
rename from src/primaite/notebooks/training_example_ray_multi_agent.ipynb
rename to src/primaite/notebooks/Training-an-RLLIB-MARL-System.ipynb
diff --git a/src/primaite/notebooks/training_example_ray_single_agent.ipynb b/src/primaite/notebooks/Training-an-RLLib-Agent.ipynb
similarity index 100%
rename from src/primaite/notebooks/training_example_ray_single_agent.ipynb
rename to src/primaite/notebooks/Training-an-RLLib-Agent.ipynb
diff --git a/src/primaite/notebooks/training_example_sb3.ipynb b/src/primaite/notebooks/Training-an-SB3-Agent.ipynb
similarity index 100%
rename from src/primaite/notebooks/training_example_sb3.ipynb
rename to src/primaite/notebooks/Training-an-SB3-Agent.ipynb