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In 06 notebook: df['Title'] = df.Title.map(dict(Mr="Mr",Miss="Miss",Mrs="Mrs",Master="Master")).value_counts(dropna=False) should be: df['Title'] = df.Title.map(dict(Mr="Mr",Miss="Miss",Mrs="Mrs",Master="Master"))

- Notebook: [Is it a bird? Creating a model from your own data](https://www.kaggle.com/code/jhoward/is-it-a-bird-creating-a-model-from-your-own-data) - Bug: `urls = search_images('bird photos', max_images=1)` returns `HTTP403ForbiddenError: HTTP Error 403: Forbidden` - The following is...

The link on this page that reads : _Start watching [lesson 1] (https://course.fast.ai/Lessons/lesson1.md) now!_ seems to be broken. Could be because the link is pointing to lesson1.md which does not...

Error: 404 File not found Any link to "Start watching lesson 1 now!" results in the error. Target URL is https://course.fast.ai/Lessons/lesson1.md

The clean directory is missing; it was deleted in https://github.com/fastai/course22/commit/47b37b59a928757e319533dd7e72d880fb9aae82.

https://course.fast.ai/Lessons/lesson8.html#resources That should probably be linking to conv-example.xlsx in this repository, [chapter 13 questionnaire answers](https://github.com/spiyer99/fastbook_sols/blob/master/13_convolutions_sols.ipynb), chapter 5 of the book, etc.

In the main website "https://course.fast.ai/" the link in the "Get started Start watching [lesson 1] now!" is not working. It results in 404 File not found error. The error link...

On the first page of the interactive notebook for the class: https://www.kaggle.com/code/jdlong/is-it-a-bird-creating-a-model-from-your-own-data/edit the second cell installs `fastai` if it's missing: ``` import os iskaggle = os.environ.get('KAGGLE_KERNEL_RUN_TYPE', '') if iskaggle: !pip...

in page: https://course.fast.ai the link in the text `Start watching [lesson 1](https://course.fast.ai/Lessons/lesson1.md) now!` returns 404. This link is present ~7 times (!) on that page. Possibly the proper link is...