Data intelligence using machine learning
AssigneePurePredictive, Inc.
InventorsKelly D. Phillipps, Richard W. Wellman, Sardar Monsurur Rahman, Matthew B. Phillipps
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Abstract
Apparatuses, systems, methods, and computer program products are presented for performing data analytics using machine learning. An unsupervised learning module is configured to assemble an unstructured data set into multiple versions of an organized data set. A supervised learning module is configured to generate one or more machine learning ensembles based on each version of multiple versions of an organized data set and to determine which machine learning ensemble exhibits a highest predictive performance.
Claims25
An apparatus for performing data analytics using machine learning, the apparatus comprising:
- an extract module configured to extract data from one or more structured data sources;
- a load module configured to load the data into an unstructured data set;
- and
- an unsupervised learning module configured to assemble the unstructured data set into an organized data set using a plurality of unsupervised learning techniques.
A method for performing data analytics using machine learning, the method comprising:
- extracting data from one or more data sources;
- loading the data into an unstructured data set having an unstructured format;
- assembling the unstructured data set into an organized data set having a structured format;
- and
- generating one or more learned functions based on the organized data set.
An apparatus for performing data analytics using machine learning, the apparatus comprising:
- an unsupervised learning module configured to assemble an unstructured data set into multiple versions of an organized data set;
- and
- a supervised learning module configured to generate one or more machine learning ensembles based on each versions of the multiple versions of the organized data set, and to determine which machine learning ensemble exhibits a highest predictive performance.
Dependencies are inferred from the claim text.