https://github.com/zouharvi/uds-nnia-tutorial

Materials for Neural Networks Implementation and Application tutorials at Saarland University
https://github.com/zouharvi/uds-nnia-tutorial

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Materials for Neural Networks Implementation and Application tutorials at Saarland University

• Host: GitHub
• URL: https://github.com/zouharvi/uds-nnia-tutorial
• Owner: zouharvi
• Created: 2021-10-24T15:48:22.000Z (about 3 years ago)
• Default Branch: main
• Last Pushed: 2022-11-14T09:32:57.000Z (about 2 years ago)
• Last Synced: 2023-08-04T21:23:19.788Z (over 1 year ago)
• Language: Jupyter Notebook
• Size: 7.32 MB
• Stars: 2
• Watchers: 5
• Forks: 2
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# UdS NNIA Tutorials

Slides for Neural Networks Implementation and Application tutorials of Winter semester 2021 at University of Saarland.

## Outline

Schedule (links provided only to semi-finished materials):

- [Introduction + Assignment 0](01-introduction/handout.pdf)

- [Regression + Assignment 1,2](02-regression/handout.pdf)

- [Neural Networks Hello World + Assignment 2,3](03-nn-hello-world/handout.pdf)

- [Optimization + Assignment 3,4](04-optimization/handout.pdf)

- [Backpropagation + Assignment 4,5](05-backpropagation/handout.pdf)

- [Regularization + Assignment 5,6](06-regularization/handout.pdf)

- [Optimizers + Assignment 6,7](07-optimizers/handout.pdf)

- [CNN + Assignment 7,8](08-cnn/handout.pdf)

- [RNN + Assignment 8,9](09-rnn/handout.pdf)

- [Methodology, Representation + Assignment 9,10 (no content)](10-representation/handout.pdf)

- [Contemporary NLP + Assignment 10 (no content)](11-contemporary-nlp/handout.pdf)

## Contributing

Compile slides using pandoc and the provided script (handout includes notes and disables iterative lists):

- Slides: `./build.sh machine-translation tutorial`

- Handout version: `./build.sh machine-translation handout`

- Both: `./build.sh machine-translation`

Make sure you have `pandoc` and `texlive` installed. (For Anaconda users, try compiling outside an environment

if you encounter texlive-related issues.)

Usually the following should suffice `sudo apt install pandoc texlive-latex-base texlive-pictures texlive-latex-recommended`

You don't need to build the presentations if you want to contribute - editing the markdown is enough.

If you still wish to compile them (great!) and encounter technical issues, contact me.

## License

Feel free to update, present and distribute on your own accord.

In all cases, however, preserve the names of the previous contributors.