diff --git a/rl_coach/__init__.py b/rl_coach/__init__.py
index e69de29..3d03889 100644
--- a/rl_coach/__init__.py
+++ b/rl_coach/__init__.py
@@ -0,0 +1,7 @@
+# This gets rid of NumPy FutureWarnings that occur at TF import
+import warnings
+warnings.filterwarnings('ignore',category=FutureWarning)
+
+# This gets rid of TF 2.0 related deprecation warnings
+import tensorflow as tf
+tf.compat.v1.logging.set_verbosity(tf.compat.v1.logging.ERROR)