diff --git a/.readthedocs.yml b/.readthedocs.yml
index 29c410e7..6e41af22 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -1,9 +1,64 @@
-# Read the Docs configuration file
+# Read the Docs configuration file for Sphinx projects
+
 # See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
 
-conda:
-    file: docs/environment.yml
+
+# Required
+
+version: 2
+
+
+# Set the OS, Python version and other tools you might need
+
+build:
+
+  os: ubuntu-22.04
+
+  tools:
+
+    python: "3.8"
+
+    # You can also specify other tool versions:
+
+    # nodejs: "20"
+
+    # rust: "1.70"
+
+    # golang: "1.20"
+
+
+# Build documentation in the "docs/" directory with Sphinx
+
+sphinx:
+
+  configuration: docs/conf.py
+
+  # You can configure Sphinx to use a different builder, for instance use the dirhtml builder for simpler URLs
+
+  # builder: "dirhtml"
+
+  # Fail on all warnings to avoid broken references
+
+  # fail_on_warning: true
+
+
+# Optionally build your docs in additional formats such as PDF and ePub
+
+# formats:
+
+#   - pdf
+
+#   - epub
+
+
+# Optional but recommended, declare the Python requirements required
+
+# to build your documentation
+
+# See https://docs.readthedocs.io/en/stable/guides/reproducible-builds.html
 
 python:
-    version: 3.8
-    setup_py_install: true
+
+  install:
+
+    - requirements: docs/requirements.txt
\ No newline at end of file
diff --git a/docs/environment.yml b/docs/environment.yml
deleted file mode 100644
index 4044f80e..00000000
--- a/docs/environment.yml
+++ /dev/null
@@ -1,11 +0,0 @@
-name: omlt
-channels:
-    - conda-forge
-dependencies:
-    - python=3.8
-    - numpy
-    - pyomo
-    - networkx
-    - onnx
-    - tensorflow
-    - importlib-metadata
\ No newline at end of file
diff --git a/docs/requirements.txt b/docs/requirements.txt
new file mode 100644
index 00000000..6305e50b
--- /dev/null
+++ b/docs/requirements.txt
@@ -0,0 +1,10 @@
+# Required dependencies for Sphinx documentation
+sphinx
+sphinx-rtd-theme
+numpy
+pyomo
+networkx
+onnx
+tensorflow
+linear-tree
+importlib-metadata
\ No newline at end of file