Fix formatting issues in getting_started.rst

docs/source/getting_started.rst

@@ -51,7 +51,7 @@ Frequently asked questions.
 Installation Issues
 --------------------
 
-**Q: Getting **``ModuleNotFoundError: No module named 'squadds'``** after running `pip install SQuADDS` in Jupyter Notebook. How can I fix this?**
+**Q: Getting**``ModuleNotFoundError: No module named 'squadds'``**after running `pip install SQuADDS` in Jupyter Notebook. How can I fix this?**
 
 
 **A:** You may need to restart the kernel after installing `SQuADDS`. To do this, go to the `Kernel` menu in Jupyter Notebook and select `Restart`.
@@ -60,6 +60,6 @@ Installation Issues
 Accessing the Database
 -----------------------
 
-Q: **If there are errors upon instantiating the **``SQuADDS_DB``** class, what should I do?**
+Q: **If there are errors upon instantiating the **``SQuADDS_DB``**class, what should I do?**
 
-**A:** If you encounter errors upon instantiating the `SQuADDS_DB` class, chances are there is an issue with caching. To fix this, please delete the `SQuADDS` dataset from the huggingface cache directory on your local machine. The cache directory is typically located at `~/.cache/huggingface/datasets/`.
+**A:** If you encounter errors upon instantiating the ``SQuADDS_DB`` class, chances are there is an issue with caching. To fix this, please delete the ``SQuADDS`` dataset from the huggingface cache directory on your local machine. The cache directory is typically located at ``~/.cache/huggingface/datasets/``.