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jonhare committed Feb 19, 2024
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Expand Up @@ -49,7 +49,7 @@ The current working timetable/plan is below, and illustrates the topics we inten
| | 09-Feb | 27/2001 | Lecture: Backpropagation | [backprop-handouts.pdf](handouts/backprop-handouts.pdf) | [Learning representations by back-propagating errors](handouts/nature_article.pdf) | [Panopto link](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=eed65aae-42cf-4902-aef2-b11100a45a25) |
| 3 | 12-Feb | 02/1085 | Lecture: Optimisation | [optimisation-handouts.pdf](handouts/optimisation-handouts.pdf) | [Adam: A Method for Stochastic Optimization](https://arxiv.org/abs/1412.6980) | [Panopto link](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=fc2c2822-625c-48c8-9dfe-b11400f731aa) |
| | 14-Feb | 46/2005 | Lecture: Going Deep: Universal approximation, overfitting and regularisation | [deepnetworks-handouts.pdf](handouts/deepnetworks-handouts.pdf) | [Dropout:A Simple Way to Prevent Neural Networks from Overfitting](handouts/srivastava14a.pdf) | [Panopto Link](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=6bef594b-cf15-4e25-9d75-b11600944f80)|
| | 16-Feb | 27/2001 | Lecture: Convolutional Networks | [Convolution-handouts.pdf](handouts/NewConvolution-handouts.pdf) | [handwritten digit recognition with a back-propagation network](https://papers.nips.cc/paper/293-handwritten-digit-recognition-with-a-back-propagation-network.pdf) | [Panopto Link](
| | 16-Feb | 27/2001 | Lecture: Convolutional Networks | [Convolution-handouts.pdf](handouts/NewConvolution-handouts.pdf) | [handwritten digit recognition with a back-propagation network](https://papers.nips.cc/paper/293-handwritten-digit-recognition-with-a-back-propagation-network.pdf) | [Panopto Link](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=9cbec5e9-006d-4a8a-bcab-b11800a511a1) |
| 4 | 19-Feb | 02/1085 | Lecture: Networks Architectures for image classification | [Architectures-handouts.pdf](handouts/Architectures-handouts.pdf) | [ImageNet Classification with Deep Convolutional Neural Networks](https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf), [Striving for Simplicity: The All Convolutional Net](https://arxiv.org/pdf/1412.6806.pdf), [Very Deep Convolutional Networks for Large-Scale Image Recognition](https://arxiv.org/pdf/1409.1556.pdf), [Going Deeper with Convolutions](https://arxiv.org/pdf/1409.4842), [Deep Residual Learning for Image Recognition](https://arxiv.org/pdf/1512.03385.pdf) | [Panopto Link](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=65a1a607-261b-4ca1-87d8-b11b00f71aa3) |
| | 21-Feb | 46/2005 | Lecture: Networks Architectures for image classification (II) | as above | | [Panopto Link]() |
| | 23-Feb | 27/2001 | Lecture: Embeddings | [Embeddings-handout.pdf](handouts/Embeddings-handouts.pdf) | [Efficient Estimation of Word Representations in Vector Space](https://arxiv.org/pdf/1301.3781.pdf) | [Panopto Link]() |
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