Salesforce Com, Inc.

Salesforce, Inc.

Sara Beth Asher

Shubha Umesh Nabar

Vitaly Gordon

Kin Fai Kan

Sarah Aerni

Till Christian Bergmann

Nihar Dandekar

Chalenge Masekera

Natalie Casey

John Emery Ball

Melissa Runfeldt

James Reber Lewis

A system may automatically generate a predictive machine learning model by automatically performing various processes based on an analysis of the data as well as metadata associated with the data. The system may accept a selection of data and a prediction field from the data. The system may automatically generate a set of features based on the data and may automatically remove certain features that cause inaccuracies in the model. The system may balance the data based on a representation rate of certain outcomes. The system may train and select a model based on several candidate models. The system may then perform the predictions based on the selected model and send an indication of the predictions to a user.

Automatic machine learning model generation

A method of training a predictive model to predict a likely field value for one or more user selected fields within an application. The method comprises providing a user interface for user selection of the one or more user selected fields within the application; analyzing a pre-existing, user provided data set of objects; training, based on the analysis, the predictive model; determining, for each user selected field based on the analysis, a confidence function for the predictive model that identifies the percentage of cases predicted correctly at different applied confidence levels, the percentage of cases predicted incorrectly at different applied confidence levels, and the percentage of cases in which the prediction model could not provide a prediction at different applied confidence levels; and providing a user interface for user review of the confidence functions for user selection of confidence threshold levels to be used with the predictive model.

Recognition of biases in data and models

Growing community of inventors

Atherton, CA, United States of America

Sara Beth Asher