diff --git a/docs/source/algorithm.md b/docs/source/algorithm.md
index 1fb90ab..f916102 100644
--- a/docs/source/algorithm.md
+++ b/docs/source/algorithm.md
@@ -114,8 +114,8 @@ In the rest of this document, we will detail how our algorithm automatically ext
 these criteria and the terminology we use to describe our algorithm (both here and in the raw source code and
 code comments). There are certain limitations of this algorithm where some kinds of tasks cannot yet be
 expressed directly (more information available in the
-[FAQs](https://eventstreamaces.readthedocs.io/en/latest/overview.html#faqs) and the
-[Future Roadmap](https://eventstreamaces.readthedocs.io/en/latest/overview.html#future-roadmap)). Details
+[FAQs](https://eventstreamaces.readthedocs.io/en/latest/readme.html#faqs) and the
+[Future Roadmap](https://eventstreamaces.readthedocs.io/en/latest/readme.html#future-roadmap)). Details
 about the true configuration language that is used in practice to specify "windows" can be found in
 {doc}`/configuration`. Some task examples are available in {doc}`/notebooks/examples`.
 
diff --git a/docs/source/notebooks/tutorial.ipynb b/docs/source/notebooks/tutorial.ipynb
index 622ccff..97f2eb5 100644
--- a/docs/source/notebooks/tutorial.ipynb
+++ b/docs/source/notebooks/tutorial.ipynb
@@ -102,7 +102,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We now load our configuration file by passing its path (`str`) into {py:func}`aces.config.TaskExtractorConfig.load()`. This parses the configuration file for each of the three key sections indicated above and prepares ACES for extraction based on our defined constraints (inclusion/exclusion criteria for each window)."
+    "We now load our configuration file by passing its path (`str`) into `config.TaskExtractorConfig.load()`. This parses the configuration file for each of the three key sections indicated above and prepares ACES for extraction based on our defined constraints (inclusion/exclusion criteria for each window)."
    ]
   },
   {