Automated Machine Learning — A Paradigm Shift That Accelerates Data Scientist Productivity @ Airbnb
At Airbnb, we are always searching for ways to improve our data science workflow. A fair amount of our data science projects involve machine learning, and many parts of this workflow are repetitive. These repetitive tasks include, but are not limited to: Exploratory Data Analysis: Visualizing data before embarking on a modeling exercise is a crucial step in machine learning. Automating tasks such
Experiment Reporting Framework
By Will Moss At Airbnb we are always trying to learn more about our users and improve their experience on the site. Much of that learning and improvement comes through the deployment of controlled experiments. If you haven’t already read our other post about experimentation I highly recommend you do it, but I will summarize the two main points: (1) running controlled experiments is the best way to
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