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Why can you solve LASSO with gradient descent if LASSO is not differentiable

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We know that LASSO is

min ||Ax - b||_22 + lambda||beta||_1

where

the L1 regularization is not differentiable due to the absolute operator

so I am really confused to how we use gradient descent to solve LASSO

Thanks

submitted by mLquestion
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