Conclusion

Here are the five things I'd like you to take home:
1. Categorisation and n-fold tests are standard to machine learning.
2. State your assumptions.
3. Statistics is just another form of machine learning (that is really great).
4. Text is different (but so are pictures).
5. Understanding data is really difficult, and tools help.