Chapter 5-2 docs

[guidopetri]

Optimization techniques II

We discuss adaptive methods for SGD such as RMSprop and ADAM. We also talk about normalization layers and their effects on the neural network training process. Finally, we discuss a real-world example of neural nets being used in industry to make MRI scans faster and more efficient.

Please let me know if any changes need to be made before merging.

[Atcold]

Can you update docs/_config.yml, add 05.md?
Did you try to render the website yourself?

[guidopetri]

I didn't render the entire website myself but did render this .md on a compatible program.

I'll put in the changes ASAP. Thanks for the review.

[Atcold]

LOL, the problem is that... there is no compatible program.
This website is custom made. Therefore, it is compatible only with this website.

[guidopetri]

Oh, I mean to say is that I rendered it in Joplin (which does take MathJax in Markdown) and it looked fine to me. Should I nonetheless test the website locally? I don't imagine anything looks broken - I followed the other .md files' styles.

[guidopetri]

Alright, added the changes requested.

[Atcold]

Basically every submission so far broke the website.
Let's see.

[Atcold]

[Atcold]

[Atcold]

[Atcold]

[Atcold]

[guidopetri]

I guess we should test the website then. :D let me see if I can fix it in the next ~30min.

[Atcold]

Thank you.

[guidopetri]

@Atcold should I just create a new PR with the fixes once I've tested?

[Atcold]

Yes, just with the fixes, not with the whole chapter.

[guidopetri]

Of course. I've made the fixes, just installing Ruby now so I can test.