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Replace Hardcoded Paths or Assign them to current directory #1

@deeptf

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@deeptf

The book and the repository are very useful Andriy, thanks for all your work.
I was reviewing this repo and at first sight, I felt some examples might not run due to hardcoded paths.

For example https://github.com/aburkov/theMLbook/blob/master/kmeans.py#L125
This directory might not be present.

We can probably assign an illustration directory within this repo.

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