diff --git a/README.md b/README.md
index f8f5dd6..2799381 100644
--- a/README.md
+++ b/README.md
@@ -9,35 +9,35 @@ Welcome to AdaptiveResonanceLib, a comprehensive and modular Python library for
 AdaptiveResonanceLib includes implementations for the following ART models:
 
 - #### Elementary Clustering
-    - ART1
-    - ART2
-    - Bayesian ART
-    - Gaussian ART
-    - Hypersphere ART
-    - Ellipsoidal ART
-    - Fuzzy ART
-    - Quadratic Neuron ART
-    - Dual Vigilance ART
+    - [ART1](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.ART1)
+    - [ART2](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.ART2A)
+    - [Bayesian ART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.BayesianART)
+    - [Gaussian ART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.GaussianART)
+    - [Hypersphere ART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.HypersphereART)
+    - [Ellipsoid ART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.EllipsoidART)
+    - [Fuzzy ART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.FuzzyART)
+    - [Quadratic Neuron ART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.QuadraticNeuronART)
 - #### Metric Informed 
-    - CVI ART  
-    - iCVI Fuzzy ART  
+    - [CVI ART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.CVIART)
+    - [iCVI Fuzzy ART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.iCVIFuzzyART)
 - #### Topological
-    - Topo ART
+    - [Topo ART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.TopoART)
+    - [Dual Vigilance ART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.DualVigilanceART)
 - #### Classification
-    - Simple ARTMAP
+    - [Simple ARTMAP](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.SimpleARTMAP)
 - #### Regression
-    - ARTMAP
-    - Fusion ART
+    - [ARTMAP](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.ARTMAP)
+    - [Fusion ART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.FusionART)
 - #### Hierarchical
-    - DeepARTMAP
-    - SMART
+    - [DeepARTMAP](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.DeepARTMAP)
+    - [SMART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.SMART)
 - #### Data Fusion
-    - Fusion ART
+    - [Fusion ART](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.FusionART)
 - #### Reinforcement Learning
-    - FALCON
-    - TD-FALCON
+    - [FALCON](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.FALCON)
+    - [TD-FALCON](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.html#artlib.TD_FALCON)
 - #### Biclustering
-    - Biclustering ARTMAP
+    - [Biclustering ARTMAP](https://adaptiveresonancelib.readthedocs.io/en/latest/artlib.biclustering.html#artlib.biclustering.BARTMAP.BARTMAP)
   
 <!-- END available_models -->
 
@@ -94,7 +94,7 @@ predictions = model.predict(test_X)
 <!-- START documentation -->
 ## Documentation
 
-For more detailed documentation, including the full list of parameters for each model, visit our [documentation page](https://github.com/NiklasMelton/AdaptiveResonanceLib).
+For more detailed documentation, including the full list of parameters for each model, visit our [Read the Docs page](https://adaptiveresonancelib.readthedocs.io/en/latest/index.html).
 <!-- END documentation -->
 
 <!-- START examples -->
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 6505a53..a6994c2 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -35,22 +35,6 @@
 autoapi_ignore = ['*/experimental', '*/experimental/*']
 autoapi_python_class_content = 'both'
 
-myst_enable_extensions = [
-    "colon_fence",
-    "deflist",
-    "html_admonition",
-    "html_image",
-    "linkify",
-    "replacements",
-    "smartquotes",
-    "strikethrough",
-    "substitution",
-    "tasklist",
-    "attrs_block",
-    "attrs_inline",
-    "fieldlist",
-]
-
 
 intersphinx_mapping = {
     'python': ('https://docs.python.org/3', None),
diff --git a/pyproject.toml b/pyproject.toml
index ffe0d0d..a643bef 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -33,9 +33,9 @@ matplotlib = ">=3.3.3"
 
 [tool.poetry.dev-dependencies]
 pytest = "^6.2.2"
-sphinx = "^5.0"
+sphinx = "^6.2.1"
 sphinx-rtd-theme = "^1.0.0"  # If you're using the Read the Docs theme
-sphinx-autoapi = ">=1.8.1"
+sphinx-autoapi = ">=3.0.0"
 myst-parser = "^1.0"
 
 [build-system]
diff --git a/readthedocs.yaml b/readthedocs.yaml
index 20f2017..2531ae2 100644
--- a/readthedocs.yaml
+++ b/readthedocs.yaml
@@ -1,17 +1,20 @@
-# readthedocs.yaml
 version: 2
+
 build:
-  os: ubuntu-22.04
+  os: "ubuntu-22.04"
   tools:
     python: "3.9"
-  commands:
-    - pip install sphinx
-    - sphinx-build -b html docs/source/ $READTHEDOCS_OUTPUT/html  # Correct output path
+  jobs:
+    post_create_environment:
+      # Install poetry
+      # https://python-poetry.org/docs/#installing-manually
+      - pip install poetry
+    post_install:
+      # Install dependencies with 'docs' dependency group
+      # https://python-poetry.org/docs/managing-dependencies/#dependency-groups
+      # VIRTUAL_ENV needs to be set manually for now.
+      # See https://github.com/readthedocs/readthedocs.org/pull/11152/
+      - VIRTUAL_ENV=$READTHEDOCS_VIRTUALENV_PATH poetry install --with dev
 
 sphinx:
-  configuration: docs/source/conf.py  # Correctly pointing to conf.py
-
-python:
-  install:
-    - method: pip
-      path: .
+  configuration: docs/source/conf.py
\ No newline at end of file