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@ -45,29 +45,24 @@ As reading material please look into the following parts of [1] taken from [http
Please don't lose too much time on their examples. Your goal is NOT to understand everything in those chapters. Your goal is to understand what is happening here: Please don't lose too much time on their examples. Your goal is NOT to understand everything in those chapters. Your goal is to understand what is happening here:
* Prepare example data: \py{https://www.neurotec.uni-bremen.de/drupal/node/29} * [Converting the original MNIST files into numpy](https://github.com/davrot/pytutorial/blob/main/pytorch/MNIST/README.md)
* Data augmentation: \py{https://www.neurotec.uni-bremen.de/drupal/node/30} * [Interfacing Data](https://davrot.github.io/pytutorial/pytorch/interfacing_data/)
* Interfacing your data: \py{https://www.neurotec.uni-bremen.de/drupal/node/32} * [Data augmentation](https://github.com/davrot/pytutorial/blob/main/pytorch/augmentation/README.md)
* Everything is a layer: \py{https://www.neurotec.uni-bremen.de/drupal/node/52} * [Everything is a layer](https://github.com/davrot/pytutorial/blob/main/pytorch/layers/README.md)
* Creating networks: \py{https://www.neurotec.uni-bremen.de/drupal/node/53} * [Creating networks](https://github.com/davrot/pytutorial/blob/main/pytorch/networks/README.md)
* Train the network: \py{https://www.neurotec.uni-bremen.de/drupal/node/54} * [Train the network](https://github.com/davrot/pytutorial/blob/main/pytorch/train/README.md)
BTW, understanding means: BTW, understanding means:
\vspace*{-1.3\topsep} a. Reproduce the MNIST network on your own.
\begin{enumerate}[a)] b. If somebody ask you what the stuff means, you should be able to explain it to them.
\setlength\itemsep{-0.5em}
\item Reproduce the MNIST network on your own.
\item If somebody ask you what the stuff means, you should be able to explain it to them.
\end{enumerate}
\textbf{Hint:} If you don't know what a PyTorch command is doing then there is an extensive documentation under: \py{https://pytorch.org}. *Hint:* If you don't know what a PyTorch command is doing then there is an extensive documentation under: [https://pytorch.org](https://pytorch.org). Just put the command in the search box...
Just put the command in the search box...
\textbf{2. Now you are on your own...} ## 2. Now you are on your own...
We will give you a dataset and then you have to deal with it on your own... We will give you a dataset and then you have to deal with it on your own...
\phraselast Literature
\literature{[1] A. Zhang, Z.C. Lipton, M. Li and A.J. Smola (2021), Dive into Deep Learning, \href{https://d2l.ai/d2l-en-pytorch.pdf}{https://d2l.ai/d2l-en-pytorch.pdf}} [1] A. Zhang, Z.C. Lipton, M. Li and A.J. Smola (2021), **Dive into Deep Learning**, [https://d2l.ai/d2l-en-pytorch.pdf](https://d2l.ai/d2l-en-pytorch.pdf)