diff --git a/README.rst b/README.rst
index 683d250b7..b6317f9ef 100644
--- a/README.rst
+++ b/README.rst
@@ -55,9 +55,9 @@ Components
 
 Resources
 =========
-- Tutorial 1  - Basic QA Pipeline: `Jupyter notebook  <https://github.com/deepset-ai/haystack/blob/master/tutorials/Tutorial1_Basic_QA_Pipeline.ipynb>`_  or `Colab <https://colab.research.google.com/github/deepset-ai/haystack/blob/master/tutorials/Tutorial1_Basic_QA_Pipeline.ipynb>`_
-- Tutorial 2  - Fine-tuning a model on own data: `Jupyter notebook <https://github.com/deepset-ai/haystack/blob/master/tutorials/Tutorial2_Finetune_a_model_on_your_data.ipynb>`_ or `Colab <https://colab.research.google.com/github/deepset-ai/haystack/blob/master/tutorials/Tutorial2_Finetune_a_model_on_your_data.ipynb>`_
-- Tutorial 3  - Basic QA Pipeline without Elasticsearch: `Jupyter notebook <https://github.com/deepset-ai/haystack/blob/master/tutorials/Tutorial3_Basic_QA_Pipeline_without_Elasticsearch.ipynb>`_ or `Colab <https://colab.research.google.com/github/deepset-ai/haystack/blob/master/tutorials/Tutorial3_Basic_QA_Pipeline_without_Elasticsearch.ipynb>`_
+- Tutorial 1  - Basic QA Pipeline: `Jupyter notebook  <https://github.com/deepset-ai/haystack/blob/master/tutorials/Tutorial1_Basic_QA_Pipeline.ipynb>`__  or `Colab <https://colab.research.google.com/github/deepset-ai/haystack/blob/master/tutorials/Tutorial1_Basic_QA_Pipeline.ipynb>`__
+- Tutorial 2  - Fine-tuning a model on own data: `Jupyter notebook <https://github.com/deepset-ai/haystack/blob/master/tutorials/Tutorial2_Finetune_a_model_on_your_data.ipynb>`__ or `Colab <https://colab.research.google.com/github/deepset-ai/haystack/blob/master/tutorials/Tutorial2_Finetune_a_model_on_your_data.ipynb>`__
+- Tutorial 3  - Basic QA Pipeline without Elasticsearch: `Jupyter notebook <https://github.com/deepset-ai/haystack/blob/master/tutorials/Tutorial3_Basic_QA_Pipeline_without_Elasticsearch.ipynb>`__ or `Colab <https://colab.research.google.com/github/deepset-ai/haystack/blob/master/tutorials/Tutorial3_Basic_QA_Pipeline_without_Elasticsearch.ipynb>`__
 
 Quick Start
 ===========
@@ -219,4 +219,5 @@ You will find the Swagger API documentation at http://127.0.0.1:80/docs
 * Structure your work via organizations, projects, users 
 * Upload your documents or import labels from an existing SQuAD-style dataset
 * Coming soon: more file formats for document upload, metrics for label quality ...
+
 .. image:: https://raw.githubusercontent.com/deepset-ai/haystack/master/docs/img/annotation_tool.png