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ML Results
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2020-11-13
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2021-01-13
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Machine learning algorithms used include: glmnet, rf, rpart2, svmRadial,
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xgbTree. Models were trained with 100 different random partitions of the
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data into training and testing sets using 5-fold cross validation.
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Machine learning algorithms used include: glmnet, rf, rpart2, svmRadial.
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Models were trained with 100 different random partitions of the data
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into training and testing sets using 5-fold cross validation.
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## Model Performance
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<img src="figures/performance.png" width="80%" />
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## Hyperparameter Performance
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<img src="figures/hp_performance_glmnet.png" width="80%" /><img src="figures/hp_performance_rf.png" width="80%" /><img src="figures/hp_performance_rpart2.png" width="80%" /><img src="figures/hp_performance_svmRadial.png" width="80%" />
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## Memory Usage & Runtime
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<img src="figures/benchmarks.png" width="80%" />

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