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GitHub topics: reweighting-examples

XinshaoAmosWang/Improving-Mean-Absolute-Error-against-CCE

Mean Absolute Error Does Not Treat Examples Equally and Gradient Magnitude’s Variance Matters

Language: Shell - Size: 45.1 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 29 - Forks: 3

XinshaoAmosWang/DerivativeManipulation

In the context of Deep Learning: What is the right way to conduct example weighting? How do you understand loss functions and so-called theorems on them?

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jbossios/simple-ml-reweighting-example

Simple example of how to train a network to learn to weight data to follow a given probability distribution.

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alejandrods/Analysis-of-classifiers-robust-to-noisy-labels

Analysis of robust classification algorithms for overcoming class-dependant labelling noise: Forward, Importance Reweighting and T-revision. We demonstrate methods for estimating the transition matrix in order to obtain better classifier performance when working with noisy data.

Language: Jupyter Notebook - Size: 1.66 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 2

Related Keywords
reweighting-examples 4 label-noise 3 data-fitting 2 machine-learning 2 pytorch 2 transition-matrix 1 t-revision 1 robustness 1 reweighting-algorithms 1 python 1 noisy-data 1 nlp 1 neural-network 1 importance-reweighting 1 image-classification 1 forward-model 1 deep-learning 1 data-science 1 numpy 1 regularisation 1 outlier 1 generalisation 1 outliers 1 mean-absolute-error 1 category-cross-entropy 1