Bighead - Airbnb’s End-to-End Machine Learning Platform (Krishna Puttaswamy and Andrew Hoh)
3,254 views · Published 27 September 2018 · 30:25 · Indexed 17 October 2026
Channel: Databricks · 2018 · Science & Technology
Krishna Puttaswamy and Andrew Hoh of the Machine Learning Infrastructure team at Airbnb explain how Airbnb has a wide variety of ML problems ranging from models on traditional structured data to models built on unstructured data such as user reviews, messages and listing images. The ability to build, iterate on, and maintain healthy machine learning models is critical to Airbnb’s success. Many ML Platforms cover data collection, feature engineering, training, deploying, productionalization, and monitoring but few, if any, do all of the above seamlessly. Learn more here: https://databricks.com/session/bighead-airbnbs-end-to-end-machine-learning-platform Article you might like: https://databricks.com/session/managing-thousands-of-spark-workers-in-cloud-environment About: Databricks provides a unified data analytics platform, powered by Apache Spark™, that accelerates innovation by unifying data science, engineering and business. Read more here: https://databricks.com/product/unified-data-analytics-platform Connect with us: Website: https://databricks.com Facebook: https://www.facebook.com/databricksinc Twitter: https://twitter.com/databricks LinkedIn: https://www.linkedin.com/company/databricks Instagram: https://www.instagram.com/databricksinc/ Databricks is proud to announce that Gartner has named us a Leader in both the 2021 Magic Quadrant for Cloud Database Management Systems and the 2021 Magic Quadrant for Data Science and Machine Learning Platforms. Download the reports here. https://databricks.com/databricks-named-leader-by-gartner
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