The framework of Genetic algorithm for hyper-parameter optimization. حسب Balraj Preet Kaur (20370832)

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Optimal hyperparameter values of ANN models. حسب Abdulsalam A. Al-Tamimi (21387762)

"…ANN models are developed for both normal and augmented inputs, with the architecture and hyperparameters optimized using random search technique. …"

Flowchart of KELM parameters optimized by EAWOA. حسب ZeSheng Lin (20501356)

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Hyperparameter optimization results. حسب Jiayue Zhang (7832669)

"…Existing deep learning-based solar cell defect detection models significantly improve the accuracy of solar cell defect detection, however, deep learning-based solar cell defect detection models ignore the effect of network hyperparameters on their model performance. …"

Random forest with hyperparameter optimization. حسب Balraj Preet Kaur (20370832)

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Initial parameter settings for the optimization algorithms. حسب Doaa Sami Khafaga (21463870)

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Parameters selected. حسب Ali Abbas Abbod (22386097)

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Best optimizer results of Lightbgm. حسب Balraj Preet Kaur (20370832)

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Best optimizer results of Adaboost. حسب Balraj Preet Kaur (20370832)

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Best optimizer results of Lightbgm. حسب Balraj Preet Kaur (20370832)

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Best optimizer results of KNN. حسب Balraj Preet Kaur (20370832)

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Best optimizer results of KNN. حسب Balraj Preet Kaur (20370832)

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Best optimizer results of Decision tree. حسب Balraj Preet Kaur (20370832)

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Best optimizer result for Adaboost classifier. حسب Balraj Preet Kaur (20370832)

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Best optimizer results for random forest. حسب Balraj Preet Kaur (20370832)

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Best optimizer results of Decision tree. حسب Balraj Preet Kaur (20370832)

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Best optimizer results of Extra tree. حسب Balraj Preet Kaur (20370832)

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Best optimizer results of Random Forest. حسب Balraj Preet Kaur (20370832)

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Best optimizer result for Extra tree. حسب Balraj Preet Kaur (20370832)

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Hyperparameter search space with optimal values marked using OcOA. حسب Doaa Sami Khafaga (21463870)

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