diff --git a/README.md b/README.md
index 1ad09081..7d0e9028 100644
--- a/README.md
+++ b/README.md
@@ -46,9 +46,9 @@ pip install fairgbm/python-package/
 ```
 
 > **Note**
-> Compatibility is only maintained with **Linux OS**.
+> Compatibility is only maintained with **Ubuntu OS**.
 > 
-> If you don't have access to a Linux machine we advise using the free Google 
+> If you don't have access to a Ubuntu machine we advise using the free Google 
 > Colab service ([example Colab notebook here](https://colab.research.google.com/github/AndreFCruz/fairgbm-fork/blob/add-colab-example/examples/FairGBM-python-notebooks/FairGBM_example_for_equalized_odds_%5Bgoogle_colab%5D.ipynb)).
 >
 > We also provide a docker image that can be useful for non-linux platforms, run: ```docker run -p 8888:8888 ndrcrz/fairgbm-miniconda``` for a jupyter notebook environment with `fairgbm` installed.
@@ -75,6 +75,8 @@ using this docker image is an option for users on other platforms (docker image
 
 The Dockerfile is available [here](examples/FairGBM-python-notebooks/Dockerfile).
 
+You can also set up your own environment as long as you build a docker image like this [here](examples/Dockerfile)
+
 
 ## Getting started
 
diff --git a/examples/Dockerfile b/examples/Dockerfile
new file mode 100644
index 00000000..61ce11fa
--- /dev/null
+++ b/examples/Dockerfile
@@ -0,0 +1,10 @@
+# Basic image setup
+# FROM ubuntu:latest
+FROM --platform=linux/amd64 ubuntu:latest
+
+RUN apt-get update && apt-get install -y wget
+RUN apt-get update && apt-get install vim -y
+
+# Install Miniconda
+# RUN wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh
+# Recommend: do that after getting into the container