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Agreed. I had an additional conflict in that I am a naturally sloppy person, and the worst part of doing matrix calcs by hand is that I'd often make a calculation error due to an inability to read my own handwriting, which would lead to terrible marks again and again.

Learning numpy was godsend.




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