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@@ -9,13 +9,13 @@ This paper and code will help industrial users, data analysts, and researchers t
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## Paper
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[On Hyperparameter Optimization of Machine Learning Algorithms: Theory and Practice](https://arxiv.org/abs/2007.15745)
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### Quick Navigation
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**Section 3**: Common hyper-parameters of machine learning algorithms
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**Section 3**: Important hyper-parameters of common machine learning algorithms
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**Section 4**: Hyper-parameter optimization techniques introduction
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**Section 5**: How to choose optimization techniques for different machine learning models
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**Section 6**: Common Python libraries/tools
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**Section 6**: Common Python libraries/tools for hyper-parameter optimization
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**Section 7**: Experimental results (sample code in "HPO_Regression.ipynb" and "HPO_Classification.ipynb")
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**Section 8**: Open challenges and future research directions
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**Summary table for Sections 3-6**: Table 2: A comprehensive overview of common ML models, their hyper-parameters, suit-able optimization techniques, and available Python libraries
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**Summary table for Sections 3-6**: Table 2: A comprehensive overview of common ML models, their hyper-parameters, suitable optimization techniques, and available Python libraries
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**Summary table for Sections 8**: Table 10: The open challenges and future directions of HPO research
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## Implementation

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