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MLPatterns

A pattern guide to Machine Learning (ML) models

Use

This is for my own personal use, so no warranty or suitability to purpose is offered or guranteed, should this content find its way into public view.

The content is essentially my attempt to take proper notes across several online ML courses, and during discovery of other ML resources.

Structure

The primary organizational principle is a pattern guide, in the vein of the Gang of Four and other software engineering pattern guides.

Format

In keeping with ML practices, a Jupyter notebook is used to record the patterns and provide functioning examples of ML code.

Guide

The simplest way to see the guide content is one of these Binder.org launchers,

  • Stable: Binder (release branch)
  • Latest: Binder (master)
  • WIP: Binder (dev branch)

The entry point to the pattern guide is a Jupyter Notebook, Guide, in the root of the notebooks (nb) folder, although the binder launchers use index.html in the project root, which redirects to the Guide notebook.