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19 Aug 2024

Study

Machine Learning · Gradient descent

Fitting linear regression by gradient descent from scratch: the gradient of MSE, the learning rate, and what happens when it is too small or too big.

  • Gradient descent repeatedly steps opposite the gradient, the direction of steepest increase in loss.
  • Too small a learning rate crawls; too large a rate diverges.

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