DataRobot had no grants in big data as a theme in Q2 2024.

Recent Patents

Application: Methods and systems for identification and visualization of bias and fairness for machine learning models (Patent ID: US20240193481A1)

The patent filed by DataRobot Inc. focuses on identifying, visualizing, and mitigating machine learning model bias. The system receives features used by a model, identifies a metric and threshold for evaluating model performance, determines metric values for different feature categories, and generates notifications based on these values. The method includes mitigating the model based on user requests, retraining the model, or adjusting weight values. The system can compare models, present graphical indicators for features, and provide information on impact or disparity values associated with features.

The patent also describes a computer system that implements these methods, with processors configured to receive features, identify metrics, determine values, and generate notifications based on model performance. The system can mitigate models, compare them with others, and present information visually. The computer system can also determine eligibility of features for value determination and adjust models based on user requests. This patent aims to provide a comprehensive solution for addressing bias in machine learning models through systematic evaluation and visualization of model performance metrics.

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