Installing Ubuntu, Python 3, and Jupyter on Windows

Step 1) Install the Linux Subsystem for Windows

Go to the Microsoft store and search Ubuntu
Download Ubuntu, create a Microsoft username/account if necessary.

Step 2) Open and Update

Open the freshly downloaded Ubuntu application. Copy and paste the following.

sudo apt update && sudo apt upgrade

Next

sudo apt-get update

Step 3) Install Python3 and Pip3

sudo apt-get upgrade python3
sudo apt install python3-pip

Step 4) Install Jupyter Notebook

pip3 install jupyter

Step 5) Install Jupyter Hub

pip3 install jupyterlab

Step 6) Launching

jupyter lab

Additional Sources

Windows Subsytem for windows
Python 3 on Ubuntu