README

Changes

All site changes are to be made within the docs folder, where using mkdocs serve can be used to assesss any changes to the site through a local instance. Once happy with the changes, use mkdocs deploy, which will update the site folder and deploy all changes to the live site.

Formatting

• Use a single '#' for the page heading. (i.e. KNN)
• Use '##' for a topic heading. (i.e. Intuition)
• Use '$k$' for math notation.
• Use <hr style="border:2px solid grey"> for breaking up sections.
• Use <hr style="border:1px solid grey"> for in section breaks.
• For section headings: "Implementing a KNN Classifier from First Principles", capitalising key words.

Structure

0. Welcome to 'TOPIC' message, ideally contains motivation
1. Intuition, contains a light, easy to follow example with minimal technical depth. Can assume reader has covered any required previous topics, else link to related wikipedia page for further learning, if you think that will support the reader.
2. Formal definition, math notation, all explained.
3. SkLearn walk through
4. First Principles walk through
5. Theory practice problems, pen and paper
6. practical practice problems, code Qs,
7. Closing notes, FAQs, Further learning resources