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README.md		README.md
derivative_softmax.ipynb		derivative_softmax.ipynb
gradients_cross_entropy_loss.ipynb		gradients_cross_entropy_loss.ipynb
training_label_smoothing.ipynb		training_label_smoothing.ipynb
training_multiclass_classification.ipynb		training_multiclass_classification.ipynb

README.md

Gradients for multi class classification using SoftMax

Read the detailed article : Gradients for multiclass classification with Softmax

Code Examples

derivative of softmax - implementation of softmax gradient calculation
gradients for cross entropy loss - computing gradients for cross entropy loss function
training multi-class classification - complete training pipeline for multi-class classification
label smoothing implementation - label smoothing technique for improving classification