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DISCOVERING GENOMES TO USE IN MACHINE LEARNING TECHNIQUES
DISCOVERING GENOMES TO USE IN MACHINE LEARNING TECHNIQUES
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机译:发现在机器学习技术中使用的基因组
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摘要
A facility for identifying combinations of feature and machine learning algorithm parameters, where each combination can be combined with one or more machine learning algorithms to train a model, is disclosed. The facility evaluates each genome based on the ability of a model trained using that genome and a machine learning algorithm to produce accurate results when applied to a validation data set by, for example, generating a fitness or validation score for the trained model and the corresponding genome used to train the model. Genomes that produce fitness scores that exceed a fitness threshold are selected for mutation, mutated, and the process is repeated. These trained models can then be applied to new data to generate predictions for the underlying subject matter.
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