diff --git a/docs/_src/tutorials/tutorials/11.md b/docs/_src/tutorials/tutorials/11.md
index 5607aba57a..e4c8056e38 100644
--- a/docs/_src/tutorials/tutorials/11.md
+++ b/docs/_src/tutorials/tutorials/11.md
@@ -187,7 +187,7 @@ To find out more about these pipelines, have a look at our [documentation](https
 With any Pipeline, whether prebuilt or custom constructed,
 you can save a diagram showing how all the components are connected.
 
-![image](https://github.com/deepset-ai/haystack/blob/master/docs/img/retriever-reader-pipeline.png)
+![image](https://github.com/deepset-ai/haystack/blob/master/docs/img/retriever-reader-pipeline.png?raw=true)
 
 
 ```python
@@ -405,7 +405,7 @@ pipelines:    # multiple Pipelines can be defined using the components from abov
 
 To load, simply call:
 ``` python
-pipeline.load_from_yaml(Path("sample.yaml"))
+yaml_pipeline = Pipeline.load_from_yaml(Path("sample.yaml"))
 ```
 
 ## Conclusion
diff --git a/tutorials/Tutorial11_Pipelines.ipynb b/tutorials/Tutorial11_Pipelines.ipynb
index 4c0a21e824..6e7fa8f55e 100644
--- a/tutorials/Tutorial11_Pipelines.ipynb
+++ b/tutorials/Tutorial11_Pipelines.ipynb
@@ -363,7 +363,7 @@
     "With any Pipeline, whether prebuilt or custom constructed,\n",
     "you can save a diagram showing how all the components are connected.\n",
     "\n",
-    "![image](https://github.com/deepset-ai/haystack/blob/master/docs/img/retriever-reader-pipeline.png)"
+    "![image](https://github.com/deepset-ai/haystack/blob/master/docs/img/retriever-reader-pipeline.png?raw=true)"
    ]
   },
   {
@@ -725,7 +725,7 @@
    "source": [
     "To load, simply call:\n",
     "``` python\n",
-    "pipeline.load_from_yaml(Path(\"sample.yaml\"))\n",
+    "yaml_pipeline = Pipeline.load_from_yaml(Path(\"sample.yaml\"))\n",
     "```"
    ]
   },
@@ -790,4 +790,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
\ No newline at end of file
+}