Yury Kashnitsky

fix OOB error description

2

OOB is actually the mean prediction error on each training sample xᵢ, using only the trees that did not have xᵢ in their bootstrap sample. [Wiki](https://en.wikipedia.org/wiki/Out-of-bag_error), [StackOverflow](https://stackoverflow.com/questions/18541923/what-is-out-of-bag-error-in-random-forests)

Topics 2 and 9, part 2. [Plolty & JupyterBook](https://jupyterbook.org/interactive/interactive.html#plotly), `iplot` is not working

Address comments [here](https://www.kaggle.com/kashnitsky/a2-demo-analyzing-cardiovascular-data-solution/comments) on Kaggle.

Доработать лекцию про SVM

5

Оригинальный PR – #187 Хочется добавить: - истории, про Вапника и Червоненкиса, оживить статью - (опционально) про VC-размерность - про ядра подробнее - как SVM применяется ко всяким сложным структурам...

The [docs](https://www.rdocumentation.org/packages/fuzzyjoin/versions/0.1.6/topics/stringdist_join) state that > If method = "soundex", the max_dist is automatically set to 0.5, since soundex returns either a 0 (match) or a 1 (no match). And that's...

Fix typos in unit1

1

Minor typos fixed in `unit1/01_introduction_to_diffusers.ipynb` and `unit1/02_diffusion_models_from_scratch.ipynb`

It'd be nice to have [these instructions](https://github.com/5x12/themlsbook/blob/master/jupyter_book/Readme.md#building-the-book) in the book itself as well so that students can handle all dependencies with Poetry and for sure are able to reproduce 100%...

Proofread topic 7

1

- Fix issues - Fix typos - Correct the translation where needed - Add images where necessary

- Fix issues - Fix typos - Correct the translation where needed - Add images where necessary