💎A site, that contains systematic optimization methods review

1. Fork this repository to your own account (Fork button at the top right corner)
2. Create a branch in your repository (locally or remotely). Let's name it contribution branch
3. Commit your changes\ fixes\ additions to this branch
4. Send your pull request to the master branch of the original repository.

• All materials are available in kramdown version of Markdown. It is pretty simple, some syntax cheatsheet could be found on the site.
• All formulas (both inline and block style) should be arranged with double dollar sign ($$ x^2 $$ stands for inline $$x^2$$, if you'll arrange it with new line symbols, you'll recieve block style) due to kramdown preprocessor.
• If you want to place just one inline formula on the paragrah, please write this way: \$$ x^2 $$ (weird, I know).

• Figures and graphs should be in .svg vector format if possible.
• By default all pictures are centered and has 75% of linewidth. However, if you will use #button suffix at the end of the path (or url) to the picture, it will be displayed in inline style with 150px in width (was primarly done for buttons).

• Titles of the pages should start from the capital letter. Do not use abbreviation style of naming: Gradient descent✅, while Gradient Descent❎, GD❎
• You can include the link to some page of the site right in the text through the following syntax: {% raw %}{% include link.html title="Excersises"%}{% endraw %}, where you should place only the name of the page in title field. One more example: {% raw %}{% include link.html title="Gradient descent"%}{% endraw %}. It is useful, because it is robust to the structure changes in this site.

• [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg#button)](%LINK TO THE SHARED COLAB NOTEBOOK%) buttons) stands for the buttons)
• {% include tabs.html bibtex = '@article{kingma2014adam, title={Adam: A method for stochastic optimization}, author={Kingma, Diederik P and Ba, Jimmy}, journal={arXiv preprint arXiv:1412.6980}, year={2014} }' file='PATH_TO_THE_FILE'%} will display

• The jekyll template was taken from Just the docs and modified