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Sarthak-Mohapatra / Building-Algorithm-from-scratch-for-prediction-of-Average-GPU-run-time-and-classifying-the-run-type.

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As part of this project, I have developed algorithms from scratch using Gradient Descent method. The first algorithm developed will be used to predict the average GPU Run Time and the second algorithm will be used to classify a GPU run process as high or low time consuming process.

gpu rstudio matrix linear-regression exploratory-data-analysis machine-learning-algorithms threshold prediction convergence classification gradient-descent regression-models classification-algorithm logistic-regression-algorithm regression-algorithms classification-model experimentations error-curves train-test-error algorithm-from-scratch
  • Updated Aug 4, 2020
  • R
mewto

alexandrumonahov / mewto

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mewto is an R package that allows you to experiment with different thresholds for classification of prediction results in the case of binary classification problems and visualize various model evaluation metrics, confusion matrices and the ROC curve. It also allows you to calculate the optimal threshold based on a weighted evaluation criterion.

visualization machine-learning r regression threshold weighting classification confusion-matrix roc roc-curve pr-curve youden-jstatistic model-evaluation-metrics
  • Updated Mar 18, 2021
  • R

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