Bighead: Airbnb’s End-to-End Machine Learning Framework – Nikhil Simha, Airbnb

In this session I will introduce Bighead – Airbnb’s end-to-end machine learning framework. I will explain how bighead unifies feature engineering, model training, model serving and monitoring with the best machine learning practices.


  • A concise overview of an industry-standard machine learning workflow.
  • Explore problems related to – feature engineering, model training, serving and monitoring.
  • Explain how Bighead empowers data scientists are Airbnb to take ideas to production with the best machine learning practices – in a span of days instead of months.

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