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Update README.md
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AnirudhDagar authored Aug 3, 2019
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Expand Up @@ -99,7 +99,7 @@ Note: Some ipynb notebooks may not be rendered perfectly in Github. We suggest `
* 12.2 [Convexity](https://github.com/dsgiitr/d2l-pytorch/blob/master/Ch12_Optimization_Algorithms/Convexity.ipynb)
* 12.3 [Gradient Descent](https://github.com/dsgiitr/d2l-pytorch/blob/master/Ch12_Optimization_Algorithms/Gradient_Descent.ipynb)
* 12.4 [Stochastic Gradient Descent](https://github.com/dsgiitr/d2l-pytorch/blob/master/Ch12_Optimization_Algorithms/Stochastic_Gradient_Descent.ipynb)
* 12.5 Mini-batch Stochastic Gradient Descent
* 12.5 [Mini-batch Stochastic Gradient Descent](https://github.com/dsgiitr/d2l-pytorch/blob/master/Ch12_Optimization_Algorithms/Mini-batch_Stochastic_Gradient_Descent.ipynb)
* 12.6 [Momentum](https://github.com/dsgiitr/d2l-pytorch/blob/master/Ch12_Optimization_Algorithms/Momentum.ipynb)
* 12.7 Adagrad
* 12.8 RMSProp
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