首页|Patent Issued for Methods for sharing machine learning based web service models (USPTO 12008439)
Patent Issued for Methods for sharing machine learning based web service models (USPTO 12008439)
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The following quote was obtained by the news editors from the background informa tion supplied by the inventors: “Organizations are increasingly implementing mac hine learning to take advantage of artificial intelligence to derive practical v alue for a variety of applications. Developing such practical machine learning a pplications from scratch, however, involves a number of time consuming and ineff icient procedures, including setting up environments for creating a machine lear ning model, acquiring testing data, training and optimizing the machine learning model, publishing the optimized machine learning model, and sharing the machine learning model with others. For example, a programmer with significant knowhow with libraries such as TensorFlow and Keras, must devote a significant amount of time in order to set up an environment from scratch. Once set up, optimizing th e machine learning model requires manual and time consuming processes which may cause inconsistent results. Further, publishing optimized machine learning model s is usually a manual process. These manual processes often introduce unnecessar y model risk because of potential training data inconsistency, library version d ifference, and other human errors etc. Furthermore, sharing of the machine learn ing model among team members is conventionally achieved by manually copying file s and libraries, which is both time consuming and error prone.
BusinessCyborgsEmerging TechnologiesJPMorgan Chase Bank N.A.Machine Learning
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