List of machine learning platform architectures by top tech companies

In today’s world, it is fairly common place to use AI and machine learning to drive performance improvements across the business. Many top technology companies in the world have machine learning embedded as part of their standard operations and are using it to fuel their competitive advantage.

At Orchestra, we’ve gathered a list of resources where the top technology companies such as Airbnb, Facebook and Uber have outlined their system architectures on delivering fast, scalable and reliable machine learning systems.

We’ll continue to add to this list as we come across more platforms – if you’d like to add yours to the list, please feel free to contact us.

Airbnb’s Bighead
https://databricks.com/session/bighead-airbnbs-end-to-end-machine-learning-platform

Gojek’s Machine Learning Platform
https://blog.gojekengineering.com/an-introduction-to-gojeks-machine-learning-platform-108968c85e64

eBay
https://tech.ebayinc.com/engineering/ebays-transformation-to-a-modern-ai-platform/

Facebook’s FB Learner
https://engineering.fb.com/core-data/introducing-fblearner-flow-facebook-s-ai-backbone/

Spotify
https://labs.spotify.com/2019/12/13/the-winding-road-to-better-machine-learning-infrastructure-through-tensorflow-extended-and-kubeflow/

Netflix (2013 so somewhat outdated)
https://netflixtechblog.com/system-architectures-for-personalization-and-recommendation-e081aa94b5d8

Uber
https://eng.uber.com/michelangelo-machine-learning-platform/

Farfetch
https://www.farfetchtechblog.com/en/blog/post/where-engineering-meets-data-science-an-architecture-overview/

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