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l1_and_l2_loss_function

Visualizing the differences between L1-norm and L2-norm loss function

Script to validate visually the stability property of L1-norm and L2-norm loss function.

Experiment Design:

  • Generate N basic points at with varying y = b * x + c + random_number.
  • Generate M datasets with an outlier point clearly outside this range.
  • Plot M graphs to see how different outlier points will cause the different model to behave.

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Visualizing the differences between L1-norm and L2-norm loss function

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