TWORAVENS

TwoRavens is a platform for machine learning that allows a domain expert, in concert with our system, to complete a high quality, predictive and interpretable model without any statistical or machine learning expertise. To do so, the system facilitates intuitive machine learning and model interpretation, model discovery, and data exploration. As our intelligent back-end automatically seeks interesting relationships in the data and builds models to predict outcomes, researchers impart substantive knowledge about their data and own research questions to guide the automated generation of AI assistance for data analysis in an interactive paradigm we call human-guided machine learning... In the very best research settings, where there are collaborations between domain experts and data scientists or statistical experts, exploration into the data is a joint venture where statisticians drive the computational machinery of analysis, but are directed to the interesting features by the knowledge..