Automated Machine Learning -- A Paradigm Shift That Accelerates Data Scientist Productivity 7wData

There is a growing community around creating tools that automate many machine learning tasks, as well as other tasks that are part of the machine learning workflow. The paradigm that encapsulates this idea is often referred to as automated machine learning. 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. Exploratory Data Analysis: Visualizing data before embarking on a modeling exercise is a crucial step in machine learning.