diff --git a/notebooks/3_NeuralNetworks/dcgan.ipynb b/notebooks/3_NeuralNetworks/dcgan.ipynb index 7c3a773d..661cc74a 100644 --- a/notebooks/3_NeuralNetworks/dcgan.ipynb +++ b/notebooks/3_NeuralNetworks/dcgan.ipynb @@ -24,7 +24,7 @@ "\n", "References:\n", "- [Unsupervised representation learning with deep convolutional generative adversarial networks](https://arxiv.org/pdf/1511.06434). A Radford, L Metz, S Chintala, 2016.\n", - "- [Understanding the difficulty of training deep feedforward neural networks](www.cs.cmu.edu/~bhiksha/courses/deeplearning/Fall.../AISTATS2010_Glorot.pdf). X Glorot, Y Bengio. Aistats 9, 249-256\n", + "- [Understanding the difficulty of training deep feedforward neural networks](http://proceedings.mlr.press/v9/glorot10a.html). X Glorot, Y Bengio. Aistats 9, 249-256\n", "- [Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift](https://arxiv.org/abs/1502.03167). Sergey Ioffe, Christian Szegedy. 2015.\n", "\n", "## MNIST Dataset Overview\n", diff --git a/notebooks/3_NeuralNetworks/gan.ipynb b/notebooks/3_NeuralNetworks/gan.ipynb index 0ed3086c..1bfb0bd5 100644 --- a/notebooks/3_NeuralNetworks/gan.ipynb +++ b/notebooks/3_NeuralNetworks/gan.ipynb @@ -24,7 +24,7 @@ "\n", "References:\n", "- [Generative adversarial nets](https://arxiv.org/pdf/1406.2661.pdf). I Goodfellow, J Pouget-Abadie, M Mirza, B Xu, D Warde-Farley, S Ozair, Y. Bengio. Advances in neural information processing systems, 2672-2680.\n", - "- [Understanding the difficulty of training deep feedforward neural networks](www.cs.cmu.edu/~bhiksha/courses/deeplearning/Fall.../AISTATS2010_Glorot.pdf). X Glorot, Y Bengio. Aistats 9, 249-256\n", + "- [Understanding the difficulty of training deep feedforward neural networks](http://proceedings.mlr.press/v9/glorot10a.html). X Glorot, Y Bengio. Aistats 9, 249-256\n", "\n", "Other tutorials:\n", "- [Generative Adversarial Networks Explained](http://kvfrans.com/generative-adversial-networks-explained/). Kevin Frans.\n",