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Re:Deep Learning with PyTorch: A 60 Minute Blitz [video] by improbable22 on Sunday October 13, 2019 @05:44PM (#21243313)
People do write their own AD tools... in a day, sometimes!

http://blog.rogerluo.me/2018/10/23/write-an-ad-in-one-day/

http://blog.rogerluo.me/2019/07/27/yassad/

Although the endpoint is likely to be a better understanding of the choices made by a mature implementation, and of the work involved in fixing up edge cases.

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