pytorch-udacity-scholarship

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pytorch-udacity-scholarship

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Notes from the PyTorch Udacity / Facebook scholarship course

// repository documentation

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## Tom Hale's PyTorch Udacity / Facebook scholarship course notes

These notes were written in Markdown with <img src="/tex/87181ad2b235919e0785dee664166921.svg?invert_in_darkmode&sanitize=true" align=middle width=45.69716744999999pt height=22.465723500000017pt/> formulae.

The formulae are converted to images by [TeXify](https://github.com/apps/texify).

I believe that I have attributed all materials, except the Udacity PyTorch Scholarship course, from which these notes are flagrantly copied ;)

### My notes

* [Lesson 2](notes/lesson-2.md)
* [Lesson 3](notes/lesson-3.md)
* [Lesson 4](notes/lesson-4.md)

### Google Colab starter code for `Image Classifier Project.ipynb`
It took me a while to work out how to get Google Colab setup for this project:

* Install newly released PyTorch 1.0.0
 * Automatically download and unzip the dataset
 * Check and warn if GPU is not enabled
 * Helper functions
  * `image_show()`: Convert and show an image without the default gridlines
  * `label_to_text()`: Convert a tensor label to its label from `cat_to_name.json`

Here's the setup code: [`Google_Colab_startup_PyTorch_Challenge.ipynb`](code/Google_Colab_startup_PyTorch_Challenge.ipynb)

### Buy me a beer^H^H^H^Hcoconut
I took many hours creating this content which I hope will make your life easier.

If you have found these notes useful and feel moved to, please donate so I can buy a coconut:

[![Donate button](https://raw.githubusercontent.com/HaleTom/pytorch-udacity-scholarship/master/paypal-donate.png)](https://www.paypal.me/TomHale)

### Other resources

[List of all PyTorch Challenge notes](https://docs.google.com/spreadsheets/d/1b7eD6dgWXgFuFpbWHImC5lovWLBfPR_zgaedBRA_21s/edit#gid=0)

* Lesson 2
  * [Tatiana Gaponova's 12-page PDF notes](https://github.com/baroquerock/udacity_notes/blob/master/udacity_nn_basics_tatiana_gaponova.pdf)
  * [73 page Google Doc (author didn't put their name at the top)](https://docs.google.com/document/d/13ESfbTuCja7mEZLfMz-4JxEsaxWyDOoua4gRWC6860c/edit)
* Lesson 4
  * [Tatiana Gaponova's 11-page PDF notes](https://github.com/baroquerock/udacity_notes/blob/master/udacity_cnn_tatiana_gaponova.pdf)

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