pseudo_labeling_small_datasets
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20 hours ago •
anirudhshenoy
anirudhshenoy
Pseudo Labeling for Neural Networks and Logistic Regression/SVMs ( Based on "Pseudo-Label : The Simple and Efficient Semi-Supervised Learning Method for Deep Neural Networks")
Pseudo Labeling to deal with small datasets
Accompanying blog : <URL>
Dataset: https://www.kaggle.com/oddrationale/mnist-in-csv (Download to the 'data' folder)
Credits and References:
- Dong-Hyun Lee. "Pseudo-Label : The Simple and Efficient Semi-Supervised Learning Method for Deep Neural Networks" ICML 2013 Workshop : Challenges in Representation Learning (WREPL), Atlanta, Georgia, USA, 2013 (http://deeplearning.net/wp-content/uploads/2013/03/pseudo_label_final.pdf)
- https://github.com/peimengsui/semi_supervised_mnist
- https://www.analyticsvidhya.com/blog/2017/09/pseudo-labelling-semi-supervised-learning-technique/
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Pseudo Labeling for Neural Networks and Logistic Regression/SVMs ( Based on "Pseudo-Label : The Simple and Efficient Semi-Supervised Learning Method for Deep Neural Networks")