diff --git a/README.md b/README.md
index 40e9dc92f3b5fcc87201376b4f6c6c5dc6f2c6ad..da7ec860fbaa21f1f42f915a144196ea10f44878 100644
--- a/README.md
+++ b/README.md
@@ -6,19 +6,19 @@ Re-implementation of the paper "[*EDeNN: Event Decay Neural Networks for low lat
 
 Brings the characteristics of convolutions to event cameras, while acting on the event stream without a loss of information like traditional convolution-bsed networks.
 
-## (Old) Installation [Once the code is finished this will be updated]
+## Installation [Once the code is finished this will be updated where needed]
 
 1. Clone this repository
 
 	```bash
-	git clone https://gitlab.surrey.ac.uk/cw0071/edenn.git
+	git clone https://gitlab.surrey.ac.uk/ah02299/edenn.git
 	cd ./edenn/
 	```
 
 1. Set up conda environment
 
 	```bash
-	conda env create -f environment.yml
+	conda env create -f docker/environment.yml
 	conda activate edenn
 	pip install -e .
 	```
@@ -55,7 +55,7 @@ Brings the characteristics of convolutions to event cameras, while acting on the
 	rm ./data/test.tar
 	```
 
-## Usage
+## Usage (from the old EdeNN code)
 
 ### Testing
 
diff --git a/docker/Dockerfile b/docker/Dockerfile
index f1e1c1e57f20036f331449470ae3582022befec7..621ce96e17835a44ceb068285b840bcb4ba0f00e 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -1,14 +1,18 @@
-FROM nvidia/cuda:12.3.1-devel-ubuntu22.04
+# Dockerfile containing the necessary requirements to run the edenn++ repository
+#   It also needs to have the environment.yml file describing the conda env in the same directory so it can be accessed here.
+
+FROM nvidia/cuda:11.3.1-devel-ubuntu20.04
 MAINTAINER Alejandro Hernández Díaz
 
-# Update all that stuff to make it niceeee
+
+ARG DEBIAN_FRONTEND=noninteractive
+
 RUN apt-get update \
-    && apt-get install -y build-essential \
+    && apt-get install -y build-essential ffmpeg libsm6 libxext6 \
     && apt-get install -y wget \
     && apt-get clean \
     && rm -rf /var/lib/apt/lists/*
 
-
 # Install miniconda
 ENV CONDA_DIR /opt/conda
 RUN wget --quiet https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda.sh && \