SYSTEMS AND TECHNIQUES FOR PREDICTIVE DATA ANALYTICS

Patent №

US 10,984,367

Granted

2021-04-20

Filed 2017

Owner

DATAROBOT, INC.

Lab

AI components

5

ml · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15587951

Systems and techniques for predictive data analytics are described. In a method for selecting a predictive model for a prediction problem, the suitabilities of predictive modeling procedures for the prediction problem may be determined based on characteristics of the prediction problem and/or on attributes of the respective modeling procedures. A subset of the predictive modeling procedures may be selected based on the determined suitabilities of the selected modeling procedures for the prediction problem. A resource allocation schedule allocating computational resources for execution of the selected modeling procedures may be generated, based on the determined suitabilities of the selected modeling procedures for the prediction problem. Results of the execution of the selected modeling procedures in accordance with the resource allocation schedule may be obtained. A predictive model for the prediction problem may be selected based on those results.

Machine learningKnowledge representationPlanningEvolutionary computationAI hardwareG06Q 10/067G06F 9/5011G06N 5/02G06N 5/04G06N 20/00G06Q 10/04G06Q 10/06G06F 16/28

AI classification

Machine learning1.00
AI hardware1.00
Knowledge representation1.00
Planning0.98
Evolutionary computation0.96
Vision0.02
Natural language0.00
Speech0.00

Ownership

DATAROBOT, INC.

assignment · 453180912

Assignors

ACHIN, JEREMY, DEGODOY, THOMAS, OWEN, TIMOTHY, CONORT, XAVIER

On an employer assignment, the assignors are typically the inventors.

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