diff --git a/README.md b/README.md
new file mode 100644
index 0000000..4cecc27
--- /dev/null
+++ b/README.md
@@ -0,0 +1,10 @@
+# NeRF Tutorial
+
+This example code is largely inspried from the Jupyter Notebook given by 
+https://github.com/facebookresearch/pytorch3d/blob/master/docs/tutorials/fit_simple_neural_radiance_field.ipynb
+
+It has been adapted to be ran inside a python sheel and not a jupyer notebook.
+It is GPU only, there is support for CPU.
+
+It cannot run my lab computer: NVIDIA GeForce RTX 2060 (6GiB of VRAM)
+and thus need to be run on the cluster which has more VRAM.