Machine Learning System Design – Becoming Human: Artificial Intelligence Magazine

In addition, here are some resources on a more general process. Starting with the book Data Science for Business which explains the CRISP-DM (Cross Industry Standard Process for Data Mining).

The process involves six stages:

1. Business Understanding
2. Data Understanding
3. Data Preparation
4. Modelling
5. Evaluation
6. Deployment

Here is a more high-level breakdown on how to apply CRISP-DM on AWS.

Facebook also created a video series where they go into depth in how they structure Machine Learning Projects with the Facebook Field Guide to Machine Learning.