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Not able to reach the same visualization of MLP as the problem set

With : learning rate = 0,01; hidden_size = 2; num_epoch =300; loss function = MSE; 2 linear layers; 1 non linear (ReLU or Sigmoid). I don't find a solution that looks like the problem set figure. I tried to play with the hyperparameters, yet can't see any progress. Could it be the loss function?

results.JPG

Is this figure with sigmoid or ReLU activation ? If its with ReLU is seems coherent.

Yeah, it was with ReLU.

And this is with Sigmoid:
sigmoid.JPG

I can't reach the sigmoid curves like on the figure of the exercise. (Same parameters as above)

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