diff --git a/.gitignore b/.gitignore
index 8a1bfd1..df922e7 100644
--- a/.gitignore
+++ b/.gitignore
@@ -14,6 +14,7 @@ dist/
 openml_pytorch.egg-info/
 
 datasets/
+docs/Examples/datasets/
 
 dist/
 
diff --git a/docs/index.md b/docs/index.md
index 7408d0e..524ec1f 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -11,7 +11,7 @@ PyPi link https://pypi.org/project/openml-pytorch/
 ## Usage
 To use this extension, you need to have a task from OpenML. You can either browse the [OpenML website](https://openml.org/search?type=task&sort=runs) to find a task (and get it's ID), or follow the [example](./Examples/Create%20Dataset%20and%20Task.ipynb) to create a task from a custom dataset.
 
-Then, follow one of the examples in the [Examples](./Examples) folder to see how to use this extension for your type of data.
+Then, follow one of the examples in the [Examples](./Examples/Create%20Dataset%20and%20Task.ipynb) folder to see how to use this extension for your type of data.
 
 Import openML libraries
 ```python
@@ -71,7 +71,7 @@ run = openml.runs.run_model_on_task(model, task, avoid_duplicate_runs=False)
 run.publish()
 print('URL for run: %s/run/%d' % (openml.config.server, run.run_id))
 ```
-Note: The input layer of the network should be compatible with OpenML data output shape. Please check [examples](/examples/) for more information.
+Note: The input layer of the network should be compatible with OpenML data output shape. Please check [examples](./Examples/Create%20Dataset%20and%20Task.ipynb) for more information.
 
 Additionally, if you want to publish the run with onnx file, then you must call ```openml_pytorch.add_onnx_to_run()``` immediately before ```run.publish()```. 
 
diff --git a/mkdocs.yml b/mkdocs.yml
index d7cd8da..9ecd75c 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -52,15 +52,13 @@ plugins:
 
 nav:
   - Home: "index.md"
-  - "API Reference":
-    - API reference/index.md
+  - API Reference:
     - "Callbacks": "API reference/Callbacks.md"
     - "Custom Datasets": "API reference/Custom Datasets.md"
     - "Metrics" : "API reference/Metrics.md"
     - "OpenML Connection" : "API reference/OpenML Connection.md"
     - "Trainer" : "API reference/Trainer.md"
   - Examples:
-    - Examples/index.md
     - "Create Dataset and Task" : "Examples/Create Dataset and Task.ipynb"
     - "Image Classification Task" : "Examples/Image Classification Task.ipynb"
     - "Pretrained Transformer Image Classification Task" : "Examples/Pretrained Transformer Image Classification Task.ipynb"