PREDICTIVE ANALYTICS SYSTEM AND METHOD FOR IMPLEMENTING MACHINE LEARNING MODELS INTO PREDICTION SYSTEMS

A production system and method for integrating machine learning models. The system includes a Model Development System having machine learning models, which perform predictions on input data received by the machine learning model. The system includes a Prediction System that receives an input messag...

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Hauptverfasser: Thangavel, Poopesh Kumar, Mukherjee, Ruma, Preethi, Kamisetty Yamini, Tarafdar, Mohammed Shafi
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creator Thangavel, Poopesh Kumar
Mukherjee, Ruma
Preethi, Kamisetty Yamini
Tarafdar, Mohammed Shafi
description A production system and method for integrating machine learning models. The system includes a Model Development System having machine learning models, which perform predictions on input data received by the machine learning model. The system includes a Prediction System that receives an input message and generates prediction results based on predictions performed on input data from the received input message. The system includes at least one machine learning model adapter. The machine learning model adapter loads a corresponding machine learning model from the Model Development System, and provides input data to the loaded machine learning model, in which the input data is based on the input message received by the Prediction System. The machine learning model adapter also receives prediction value results from the loaded machine learning model based on predictions performed by the loaded machine learning model, and sends the prediction value results to the Prediction System.
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subjects CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
PHYSICS
title PREDICTIVE ANALYTICS SYSTEM AND METHOD FOR IMPLEMENTING MACHINE LEARNING MODELS INTO PREDICTION SYSTEMS
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