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    3. Supervised Machine Learning: Optimization Framework and Applications with SAS and R

    Supervised Machine Learning: Optimization Framework and Applications with SAS and R

    Posted By: hill0
    Date: 4 Sep 2020 09:34:20
    Supervised Machine Learning: Optimization Framework and Applications with SAS and R

    Supervised Machine Learning: Optimization Framework and Applications with SAS and R
    by Tanya Kolosova
    English | 2021 | ISBN: 0367277328 | 176 Pages | PDF EPUB | 8 MB

    AI framework intended to solve a problem of bias-variance tradeoff for supervised learning methods in real-life applications. The AI framework comprises of bootstrapping to create multiple training and testing data sets with various characteristics, design and analysis of statistical experiments to identify optimal feature subsets and optimal hyper-parameters for ML methods, data contamination to test for the robustness of the classifiers.

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