Use watermark for greater reproducibility

The [watermark tool](https://github.com/rasbt/watermark) might be of interest to help improve the reproducibility of the notebooks.

In a nutshell, adding 

```python
%load_ext watermark
%watermark -iv
```

which will save a bunch of useful info to the notebook.