Adaptive fine-tuning of machine learning models using genetic algorithms
AssigneeIntuit Inc.
InventorsSiddharth JAIN, Sivashanker THIRUCHITTAMPALAM, Jonathan LIN, Venkat Narayan VEDAM
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AssigneeIntuit Inc.
InventorsSiddharth JAIN, Sivashanker THIRUCHITTAMPALAM, Jonathan LIN, Venkat Narayan VEDAM
Estimating the term…
Aspects of the present disclosure relate to automated optimization of machine learning models. Embodiments include determining a set of initial configurations for parameters associated with the machine learning model. Embodiments further include selecting a configuration based on the set of initial configurations and an evolutionary selection process comprising excluding configurations that result in a level of performance for the machine learning model that is below a threshold. Embodiments further include executing the machine learning model using the selected configuration.
A method of automatically optimizing a machine learning model, comprising:
A system for automatically optimizing a machine learning model, comprising:
A non-transitory computer readable medium comprising instructions that, when executed by one or more processors of a computing system, cause the computing system to:
Dependencies are inferred from the claim text.