diff --git a/README.md b/README.md
index 58d7715..b3342b4 100644
--- a/README.md
+++ b/README.md
@@ -60,13 +60,12 @@ jupyter lab
 ├── CITATION.cff # This file describes how to cite the work contained in this repository.
 ├── LICENSE # Outlines what legal rights you have to use this software.
 ├── README.md # You are here!
-├── code
-│   ├── README.md # Human readable information about the little python package in here
-│   ├── pyproject.toml # Machine readable information about that same package
-│   ├── setup.cfg # Tells Pip how to install this package
-│   ├── src
-│   │   └── MCFF # The actual code lives in here!
-│   └── tests # automated tests for the code
+├── README.md # Human readable information about the little python package in here
+├── pyproject.toml # Machine readable information about that same package
+├── setup.cfg # Tells Pip how to install this package
+├── src
+|   └── MCFF # The actual code lives in here!
+└─ tests # automated tests for the code
 └── learning # Supporting documentation
 ```
 
diff --git a/code/README.md b/code/README.md
deleted file mode 100644
index e69de29..0000000
diff --git a/code/docs/Makefile b/docs/Makefile
similarity index 100%
rename from code/docs/Makefile
rename to docs/Makefile
diff --git a/code/docs/_static/custom.css b/docs/_static/custom.css
similarity index 100%
rename from code/docs/_static/custom.css
rename to docs/_static/custom.css
diff --git a/code/docs/_static/states.png b/docs/_static/states.png
similarity index 100%
rename from code/docs/_static/states.png
rename to docs/_static/states.png
diff --git a/code/docs/api_docs.rst b/docs/api_docs.rst
similarity index 100%
rename from code/docs/api_docs.rst
rename to docs/api_docs.rst
diff --git a/code/docs/conf.py b/docs/conf.py
similarity index 100%
rename from code/docs/conf.py
rename to docs/conf.py
diff --git a/code/docs/index.rst b/docs/index.rst
similarity index 100%
rename from code/docs/index.rst
rename to docs/index.rst
diff --git a/code/docs/learning/01 Introduction.ipynb b/docs/learning/01 Introduction.ipynb
similarity index 100%
rename from code/docs/learning/01 Introduction.ipynb
rename to docs/learning/01 Introduction.ipynb
diff --git a/code/docs/learning/02 Packaging It Up.ipynb b/docs/learning/02 Packaging It Up.ipynb
similarity index 100%
rename from code/docs/learning/02 Packaging It Up.ipynb
rename to docs/learning/02 Packaging It Up.ipynb
diff --git a/code/docs/learning/03 Writing a Markov Chain Monte Carlo Sampler.ipynb b/docs/learning/03 Writing a Markov Chain Monte Carlo Sampler.ipynb
similarity index 100%
rename from code/docs/learning/03 Writing a Markov Chain Monte Carlo Sampler.ipynb
rename to docs/learning/03 Writing a Markov Chain Monte Carlo Sampler.ipynb
diff --git a/code/docs/learning/04 Testing.ipynb b/docs/learning/04 Testing.ipynb
similarity index 100%
rename from code/docs/learning/04 Testing.ipynb
rename to docs/learning/04 Testing.ipynb
diff --git a/code/docs/learning/05 Adding Functionality.ipynb b/docs/learning/05 Adding Functionality.ipynb
similarity index 100%
rename from code/docs/learning/05 Adding Functionality.ipynb
rename to docs/learning/05 Adding Functionality.ipynb
diff --git a/code/docs/learning/06 Speeding It Up.ipynb b/docs/learning/06 Speeding It Up.ipynb
similarity index 100%
rename from code/docs/learning/06 Speeding It Up.ipynb
rename to docs/learning/06 Speeding It Up.ipynb
diff --git a/code/docs/learning/07 Producing Research Outputs.ipynb b/docs/learning/07 Producing Research Outputs.ipynb
similarity index 100%
rename from code/docs/learning/07 Producing Research Outputs.ipynb
rename to docs/learning/07 Producing Research Outputs.ipynb
diff --git a/code/docs/learning/08 Doing Reproducible Science.ipynb b/docs/learning/08 Doing Reproducible Science.ipynb
similarity index 100%
rename from code/docs/learning/08 Doing Reproducible Science.ipynb
rename to docs/learning/08 Doing Reproducible Science.ipynb
diff --git a/code/docs/learning/09 Adding Documentation.ipynb b/docs/learning/09 Adding Documentation.ipynb
similarity index 100%
rename from code/docs/learning/09 Adding Documentation.ipynb
rename to docs/learning/09 Adding Documentation.ipynb
diff --git a/code/docs/learning/assets/energy_diagram.png b/docs/learning/assets/energy_diagram.png
similarity index 100%
rename from code/docs/learning/assets/energy_diagram.png
rename to docs/learning/assets/energy_diagram.png
diff --git a/code/docs/learning/assets/matplotlibrc.json b/docs/learning/assets/matplotlibrc.json
similarity index 100%
rename from code/docs/learning/assets/matplotlibrc.json
rename to docs/learning/assets/matplotlibrc.json
diff --git a/code/docs/learning/data/test_state.png b/docs/learning/data/test_state.png
similarity index 100%
rename from code/docs/learning/data/test_state.png
rename to docs/learning/data/test_state.png
diff --git a/code/docs/make.bat b/docs/make.bat
similarity index 100%
rename from code/docs/make.bat
rename to docs/make.bat
diff --git a/code/docs/quickstart.rst b/docs/quickstart.rst
similarity index 100%
rename from code/docs/quickstart.rst
rename to docs/quickstart.rst
diff --git a/code/docs/requirements.txt b/docs/requirements.txt
similarity index 100%
rename from code/docs/requirements.txt
rename to docs/requirements.txt
diff --git a/code/pyproject.toml b/pyproject.toml
similarity index 100%
rename from code/pyproject.toml
rename to pyproject.toml
diff --git a/readthedocs.yaml b/readthedocs.yaml
index 7b8fbeb..ab6c623 100644
--- a/readthedocs.yaml
+++ b/readthedocs.yaml
@@ -13,7 +13,7 @@ build:
 
 # Build documentation in the docs/ directory with Sphinx
 sphinx:
-   configuration: code/docs/conf.py
+   configuration: docs/conf.py
 
 # If using Sphinx, optionally build your docs in additional formats such as PDF
 # formats:
@@ -23,6 +23,6 @@ sphinx:
 python:
    install:
    - requirements: requirements.txt
-   - requirements: code/docs/requirements.txt
+   - requirements: docs/requirements.txt
    - method: pip
-     path: code/
+     path: .
diff --git a/code/setup.cfg b/setup.cfg
similarity index 100%
rename from code/setup.cfg
rename to setup.cfg
diff --git a/code/src/MCFF/__init__.py b/src/MCFF/__init__.py
similarity index 100%
rename from code/src/MCFF/__init__.py
rename to src/MCFF/__init__.py
diff --git a/code/src/MCFF/ising_model.py b/src/MCFF/ising_model.py
similarity index 100%
rename from code/src/MCFF/ising_model.py
rename to src/MCFF/ising_model.py
diff --git a/code/src/MCFF/mcmc.py b/src/MCFF/mcmc.py
similarity index 100%
rename from code/src/MCFF/mcmc.py
rename to src/MCFF/mcmc.py
diff --git a/code/tests/test_energy.py b/tests/test_energy.py
similarity index 89%
rename from code/tests/test_energy.py
rename to tests/test_energy.py
index 87405bc..65f6de1 100644
--- a/code/tests/test_energy.py
+++ b/tests/test_energy.py
@@ -10,7 +10,9 @@ all_up = np.ones([100, 100])
 all_down = -np.ones([100, 100])
 random = np.random.choice([-1, 1], size=(100, 100))
 custom = (
-    1 - 2 * imread(Path(__file__).parents[2] / "learning/data/test_state.png")[:, :, 0]
+    1
+    - 2
+    * imread(Path(__file__).parents[1] / "docs/learning/data/test_state.png")[:, :, 0]
 )  # load a 100x100 png, take the red channel, remap 0,1 to -1,1
 
 states = [all_up, all_down, random, custom]
diff --git a/code/tests/test_energy_using_hypothesis.py b/tests/test_energy_using_hypothesis.py
similarity index 100%
rename from code/tests/test_energy_using_hypothesis.py
rename to tests/test_energy_using_hypothesis.py