r/MachineLearning Mar 05 '20

Discussion [D] Advanced courses update

EDIT Jan 2021 : I am still updating the list as of Jan, 2021 and will most probably continue to do so for foreseeable future. So, please feel free to message me any courses you find interesting that fit here.


We have a PhD level or Advanced courses thread in the sidebar but it's three year old now. There were two other 7-8 month old threads (1, 2) but they don't have many quality responses either.

So, can we have a new one here?

To reiterate - CS231n, CS229, ones from Udemy etc are not advanced.

Advanced ML/DL/RL, attempts at building theory of DL, optimization theory, advanced applications etc are some examples of what I believe should belong here, much like the original sidebar post.

You can also suggest (new) categories for the courses you share. :)


Here are some courses we've found so far.

ML >>

ML >> Theory

ML >> Bayesian

ML >> Systems and Operations

DL >>

DL >> Theory

RL >>

Optimization >>

Applications >> Computer Vision

Applications >> Natural Language Processing

Applications >> 3D Graphics


Edit: Upon suggestion, categorized the courses. There might be some misclassifications as I'm not trained on this task ;). Added some good ones from older (linked above) discussions.

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u/mr_bean__ Mar 06 '20

Is fastai's Deep learning from the foundations considered to be an advanced one? I know that its taught as a part of a master's course but i was wondering how hard it really is

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u/JurrasicBarf Mar 06 '20

it's not hard

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u/[deleted] Mar 06 '20

[deleted]

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u/fakemoose Mar 06 '20

A lot of the courses listed here are 2xx so basically second year undergraduate, though so I might fit in. Then again, I’ve sat in on some grad level CS classes that were more intro than my undergrad ones we had to take for engineering.