Micah J. Smith

schoolMassachusetts Institute of Technologybar_chart#7688 Global Rank

Total Papers

HCI Rank

#7688

Research Areas

Years Active

Recent Publications

Enabling collaborative data science development with the Ballet framework

While the open-source software development model has led to successful large-scale collaborations in building software systems, data science projects are frequently developed by individuals or small teams. We describe challenges to scaling data science collaborations and present a conceptual framework and ML programmi…

CHI '195th+ AuthorAutoML Interfaces +1

ATMSeer: Increasing Transparency and Controllability in Automated Machine Learning

To relieve the pain of manually selecting machine learning algorithms and tuning hyperparameters, automated machine learning (AutoML) methods have been developed to automatically search for good models. Due to the huge model search space, it is impossible to try all models. Users tend to distrust automatic results and…

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