diff --git a/docs/examples/example_onnx.ipynb b/docs/examples/example_onnx.ipynb
index 4b3ec4cc..0a66eccf 100644
--- a/docs/examples/example_onnx.ipynb
+++ b/docs/examples/example_onnx.ipynb
@@ -11,16 +11,16 @@
     "it at your own risk!\n",
     "```\n",
     "\n",
-    "ONNX is an open standard for representing trained machine learning models.n",
+    "ONNX is an open standard for representing trained machine learning models.\n",
     "By converting a Metalearner\n",
     "into an ONNX model, it becomes easier to leverage the model in different environments without\n",
     "needing to worry about compatibility or performance issues.\n",
     "\n",
-    "This conversion also allows models to be run on a variety of hardware setups. Also, ONNX\n",
+    "In particular, this conversion also allows models to be run on a variety of hardware setups. Also, ONNX\n",
     "models are optimized for efficient computation, enabling faster inference compared to\n",
     "the Python interface.\n",
     "\n",
-    "For more information about ONNX, you can check their [website](https://onnx.ai/).\n",
+    "For more information about ONNX, you can check the ONNX [website](https://onnx.ai/).\n",
     "\n",
     "In this example we will show how most MetaLearners can be converted to ONNX.\n",
     "\n",