Demoing data science work
Use a Jupyter notebook. Write good descriptions in Markdown between blocks of code. Here are some examples showing machine learning in Python:

https://github.com/ogrisel/notebooks

https://github.com/ogrisel/notebooks/blob/master/Labeled%20Faces%20in%20the%20Wild%20recognition.ipynb