diff --git a/_build/features/citations.md b/_build/features/citations.md
deleted file mode 100644
index 20c8d70..0000000
--- a/_build/features/citations.md
+++ /dev/null
@@ -1,62 +0,0 @@
----
-interact_link: content/features/citations.ipynb
-kernel_name: python3
-title: 'Probabilistic Machine Learning for Text And Sequences'
-prev_page:
-  url: /features/interact
-  title: 'Probabilistic Machine Learning for Text And Sequences'
-next_page:
-  url: /features/search
-  title: 'Probabilistic Machine Learning for Text And Sequences'
-comment: "***PROGRAMMATICALLY GENERATED, DO NOT EDIT. SEE ORIGINAL FILES IN /content***"
----
-
-# Including citations in your book
-
-Because `jupyter-book` is built on top of Jekyll, we can use the excellent
-[jekyll-scholar](https://github.com/inukshuk/jekyll-scholar) book to
-include citations and a bibliography with your book.
-
-**Note that this only works if you're building your book HTML locally and
-hosting the HTML files online somewhere**. This can still use GitHub pages, but
-not the auto-generation of a cite from markdown files feature of GitHub pages.
-This is because GitHub pages doesn't include the `jekyll-scholar` plugin.
-
-## How to use citations
-
-Including citations with your markdown files or notebooks is done in the following
-way.
-
-1. Modify the file in `_bibliography/references.bib`. This has a few sample citations
-in bibtex form. Update as you wish!
-2. In your content, add the following text to include a citation
-   
-   ```
-   {% raw %}{% cite bibtex_shortname %}{% endraw %}
-   ```
-   
-   For example, this text: `{% raw %}{% cite holdgraf_evidence_2014 %}{% endraw %}` generates this citation: {% cite holdgraf_evidence_2014 %}
-   
-   You can also include multiple citations in one go, like so:
-   
-   `{% raw %}{% cite holdgraf_evidence_2014 holdgraf_portable_2017 ruby %}{% endraw %}` becomes {% cite holdgraf_evidence_2014 holdgraf_portable_2017 ruby %}
-   
-3. Generate a bibliography on your page by using the following text:
-
-   ```
-   {% raw %}{% bibliography %}{% endraw %}
-   ```
-   
-   This will generate a bibliography for your entire bibtex file. If you'd like to restrict teh
-   bibliography to only the citations you've used on a page, use the following syntax:
-   
-   ```
-   {% raw %}{% bibliography --cited %}{% endraw %}
-   ```
-   
-When your book is built, the bibliography and citations will now be included. For example,
-see the Bibliography generated below!
-
-## References
-
-{% bibliography --cited %}
diff --git a/_build/features/interact.md b/_build/features/interact.md
index 4ae6d57..63ddb24 100644
--- a/_build/features/interact.md
+++ b/_build/features/interact.md
@@ -6,7 +6,7 @@ prev_page:
   url: /features/hiding
   title: 'Probabilistic Machine Learning for Sports Analytics'
 next_page:
-  url: /features/citations
+  url: /features/search
   title: 'Probabilistic Machine Learning for Text And Sequences'
 comment: "***PROGRAMMATICALLY GENERATED, DO NOT EDIT. SEE ORIGINAL FILES IN /content***"
 ---
diff --git a/_build/features/search.md b/_build/features/search.md
index e08262c..b87ea26 100644
--- a/_build/features/search.md
+++ b/_build/features/search.md
@@ -3,7 +3,7 @@ interact_link: content/features/search.ipynb
 kernel_name: python3
 title: 'Probabilistic Machine Learning for Text And Sequences'
 prev_page:
-  url: /features/citations
+  url: /features/search
   title: 'Probabilistic Machine Learning for Text And Sequences'
 next_page:
   url: /https://github.com/jupyter/jupyter-book
diff --git a/_build/guide/05_advanced.md b/_build/guide/05_advanced.md
index 42210e4..2b31382 100755
--- a/_build/guide/05_advanced.md
+++ b/_build/guide/05_advanced.md
@@ -1,13 +1,13 @@
 ---
 redirect_from:
   - "/guide/05-advanced"
-title: 'Getting Started With Probabilistic Machine Learning'
+title: 'Fundamentals of Probabilistic Machine Learning'
 prev_page:
-  url: /guide/04_faq
-  title: 'Before We Start: The Mathematics of Probabilistic Machine Learning'
-next_page:
   url: /guide/05_advanced
-  title: 'Fundamentals of Probabilistic Machine Learning'
+  title: 'Getting Started With Probabilistic Machine Learning'
+next_page:
+  url: /features/features
+  title: 'PART II: PROBABILISTIC MACHINE LEARNING IN PRACTICE'
 comment: "***PROGRAMMATICALLY GENERATED, DO NOT EDIT. SEE ORIGINAL FILES IN /content***"
 ---
 This page contains more advanced and complete information about the
diff --git a/_data/toc.yml b/_data/toc.yml
index 388996d..71f94f9 100755
--- a/_data/toc.yml
+++ b/_data/toc.yml
@@ -57,7 +57,7 @@
     url: /features/interact
     not_numbered: true
   - title: Probabilistic Machine Learning for Text And Sequences
-    url: /features/citations
+    url: /features/search
     not_numbered: true
   - title: Probabilistic Machine Learning for Text And Sequences
     url: /features/search
diff --git a/content/features/citations.ipynb b/content/features/citations.ipynb
index 113fbc2..d1a8e41 100755
--- a/content/features/citations.ipynb
+++ b/content/features/citations.ipynb
@@ -70,7 +70,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python [default]",
    "language": "python",
    "name": "python3"
   },
@@ -84,7 +84,20 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.5"
+   "version": "3.6.6"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
   }
  },
  "nbformat": 4,