Efficiency driven data collection and machine learning modeling recommendation

US11574215B2 · kind B2 · utility

Assignee

• Kyndryl, Inc. · US

Inventors

• Sai Zeng · Yorktown Heights, US
• Braulio Gabriel Dumba · Elmsford, US
• Jun Duan · Mount Kisco, US
• Matthew Staffelbach · White Plains, US
• Emrah Zarifoglu · Foster City, US
• Umar Mohamed Iyoob · Pflugerville, US
• Manish Mahesh Modh · Cedar Park, US

Key dates

• Filing date: Apr 26, 2020
• Grant date: Feb 7, 2023
• Expiry date: Apr 7, 2041

Classification

• Technology area (CPC G): Physics
• CPC primary: G06Q40/06
• WIPO field: Computer technology
• WIPO sector: Electrical engineering

Abstract

A machine learning assessment system is provided. The system identifies multiple datasets and multiple machine learning (ML) modeling algorithms based on the client profile. The system assesses a cost of data collection for each dataset of the multiple datasets. The system assesses a performance metric for each ML modeling algorithm of the multiple modeling algorithms. The system recommends a dataset from the multiple datasets and an ML modeling algorithm from the multiple ML modeling algorithm based on the assessed costs of data collection for the multiple datasets and the assessed performance metrics for the multiple ML modeling algorithms.