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The fastai book, published as Jupyter Notebooks

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## Synopsis Setting up a Microsoft Azure account for learning purposes is distracting, especially for Chapter 2. There has to be a keyless way to get some image URL's...I was...

I believe the first sentence of this is not worded correctly: > Note that because we have a one-hot-encoded dependent variable, we can't directly use nll_loss or softmax (and therefore...

## Fixes and Improvements to the `search_images_ddg` Function in `utils.py` Changes include: - **Token Parsing**: now exits early and returns an empty collection if the search token cannot be parsed,...

https://github.com/fastai/fastbook/blob/2c5db23a34c5089b96c948ef7e52fad651d3148e/05_pet_breeds.ipynb#L1306 i believe there's a typo: since the result **relfects** the predicted

Few might find it hard to get started with the fastbook and this fast start method will help them

Fixed the mistyped 'nil' to 'null' on line 3940.

A small change in Readme.md text. A lowercase after a fullstop has been changed to uppercase.