diff --git a/pearl/tutorials/contextual_bandits/cb_experiments_tutorial.png b/pearl/tutorials/contextual_bandits/cb_experiments_tutorial.png deleted file mode 100644 index 46536604..00000000 Binary files a/pearl/tutorials/contextual_bandits/cb_experiments_tutorial.png and /dev/null differ diff --git a/pearl/tutorials/single_item_recommender_system_example/dqn+lstm+deep_explore.png b/pearl/tutorials/single_item_recommender_system_example/dqn+lstm+deep_explore.png deleted file mode 100644 index 1c89acf3..00000000 Binary files a/pearl/tutorials/single_item_recommender_system_example/dqn+lstm+deep_explore.png and /dev/null differ diff --git a/pearl/tutorials/single_item_recommender_system_example/env_model_state_dict.pt b/pearl/tutorials/single_item_recommender_system_example/env_model_state_dict.pt deleted file mode 100644 index adb2f47a..00000000 Binary files a/pearl/tutorials/single_item_recommender_system_example/env_model_state_dict.pt and /dev/null differ diff --git a/pearl/tutorials/single_item_recommender_system_example/news_embedding_small.pt b/pearl/tutorials/single_item_recommender_system_example/news_embedding_small.pt deleted file mode 100644 index 66eafc1e..00000000 Binary files a/pearl/tutorials/single_item_recommender_system_example/news_embedding_small.pt and /dev/null differ diff --git a/tutorials/contextual_bandits/cb_experiments_tutorial.png b/tutorials/contextual_bandits/cb_experiments_tutorial.png new file mode 100644 index 00000000..d5669ead Binary files /dev/null and b/tutorials/contextual_bandits/cb_experiments_tutorial.png differ diff --git a/pearl/tutorials/contextual_bandits/contextual_bandits_tutorial.ipynb b/tutorials/contextual_bandits/contextual_bandits_tutorial.ipynb similarity index 100% rename from pearl/tutorials/contextual_bandits/contextual_bandits_tutorial.ipynb rename to tutorials/contextual_bandits/contextual_bandits_tutorial.ipynb diff --git a/pearl/tutorials/frozen_lake/demo.ipynb b/tutorials/frozen_lake/demo.ipynb similarity index 100% rename from pearl/tutorials/frozen_lake/demo.ipynb rename to tutorials/frozen_lake/demo.ipynb diff --git a/pearl/tutorials/single_item_recommender_system_example/demo.ipynb b/tutorials/single_item_recommender_system_example/demo.ipynb similarity index 100% rename from pearl/tutorials/single_item_recommender_system_example/demo.ipynb rename to tutorials/single_item_recommender_system_example/demo.ipynb diff --git a/tutorials/single_item_recommender_system_example/dqn+lstm+deep_explore.png b/tutorials/single_item_recommender_system_example/dqn+lstm+deep_explore.png new file mode 100644 index 00000000..f03c9f2e Binary files /dev/null and b/tutorials/single_item_recommender_system_example/dqn+lstm+deep_explore.png differ diff --git a/pearl/tutorials/single_item_recommender_system_example/env.py b/tutorials/single_item_recommender_system_example/env.py similarity index 100% rename from pearl/tutorials/single_item_recommender_system_example/env.py rename to tutorials/single_item_recommender_system_example/env.py diff --git a/pearl/tutorials/single_item_recommender_system_example/env_model.py b/tutorials/single_item_recommender_system_example/env_model.py similarity index 100% rename from pearl/tutorials/single_item_recommender_system_example/env_model.py rename to tutorials/single_item_recommender_system_example/env_model.py diff --git a/tutorials/single_item_recommender_system_example/env_model_state_dict.pt b/tutorials/single_item_recommender_system_example/env_model_state_dict.pt new file mode 100644 index 00000000..e69de29b diff --git a/tutorials/single_item_recommender_system_example/news_embedding_small.pt b/tutorials/single_item_recommender_system_example/news_embedding_small.pt new file mode 100644 index 00000000..e69de29b