New blog post: "A modern neural network in 11 lines of Python." Please add any comments here.
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- Yeah this 11 line example is one of the many factors shaming me into trying to beef up my mathematical literacy / fluency. It captures without hiding much in a library the basic ideas that have had absolutely massive impact over the last few years.
Some other related nice bits and pieces
Short very visual / geometric Linear algebra course on youtube https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw
Interactive demo inspired by the above https://shadanan.github.io/MatVis/
Much longer linear algebra course / MOOC https://www.lem.ma/web/#/books/VBS92YDYuscc5 lK/landing which includes 100s of talk and blackboard based but excellent youtube videos, https://www.youtube.com/channel/UCr22xikWUK2yUW4YxOKXclQ
Fast AI's deep learning MOOC, which stands out for its commitment to broad participation and helping people achieve useful (even state of the art) results while their grasp on the math grows. http://www.fast.ai/2016/12/24/mooc/ this has something a bit like the 11 liner, see https://github.com/fastai/courses/blob/master/deeplearning1/nbs/lesson1.ipynb "state of the art custom model in 7 lines of code"; "Here's everything you need to do to get >97% accuracy on the Dogs vs Cats dataset " ...26w
- Hi Dan--I've accumulated some good links at diigo.com - www.diigo.com/user/bobducharme/machinelearning .26w
- you have indeed :)26w