Adobe Inc.
MODEL INSIGHTS FRAMEWORK FOR PROVIDING INSIGHT BASED ON MODEL EVALUATIONS TO OPTIMIZE MACHINE LEARNING MODELS

Abstract:

Methods and systems are provided for evaluating providing insight into complex machine learning models to facilitate optimization of the models at scale. In particular, a system can guide and/or implement model training and evaluation in various machine learning environments. Further, the system is capable of using standardized evaluation metrics to provide insight into the success of iterations of a machine learning model. Additionally, the system allows for presenting visualizations based on such evaluation metrics to facilitate gaining insight into one or more machine learning models and/or instances of a machine learning model.