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Machine Learning System Design

Some great resources on Machine Learning System designs from Facebook, Twitter, Google, Airbnb, Uber, Instagram, Netflix, AWS and Spotify.

Read this post on Medium.

Facebook Field Guide to Machine Learning

While preparing for job interviews I found some great resources on Machine Learning System designs from Facebook, Twitter, Google, Airbnb, Uber, Instagram, Netflix, AWS and Spotify.

I find this to be a fascinating topic because it’s something not often covered in online courses.

Twitter

Instagram

Facebook

Uber Eats

Uber

Airbnb

Airbnb Experiences

Linkedin

Google

Netflix

Spotify


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.