Using software to supplement mathematical learning

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I am currently studying mathematics on my own. In my imagination, software tools like Mathematica, R, etc. seem like they have great potential for mathematical education.

Some (imagined) advantages of such software:

  • As an intuition pump for mathematical concepts
  • For visualization
  • For getting through the tedious "calculator" parts of exercises not related to the concept being learned

However, despite my fantasies, I have struggled in practice to use such tools to supplement learning.

How can one, if at all, use software to better learn mathematics? Or is one better off staying away?

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In my experience it's best to learn by doing. Pick a project that naturally lends itself to a particular tool and they'll supplement each other nicely. There are some textbooks arranged around using particular tools, like Rob Beazer's Intro to Linear Algebra text and its SageMath integration.