Go to content

Sonia Ang - Automated Machine Learning

Automated Machine Learning by Sonia Ang. Visit https://rstats.ai/nyr/ to learn more. Abstract: The Microsoft Research division has created a breakthrough automated ML capability. The approach combines ideas from collaborative filtering and Bayesian optimization to search an enormous space of possible machine learning pipelines intelligently and efficiently. It's essentially a recommender system for machine learning pipelines, similar to how streaming services recommend movies for users, automated ML recommends machine learning pipelines for data sets. Automated ML is designed to generate pipelines without having to see the customer’s data, preserving privacy. Presented at the 2020 R Conference | New York (August 15th, 2020)

April 12, 2020