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Classical Neural Networks: What does a Loss Function Landscape look like?

Ever wondered on what kind of topology we were optimising our neural networks on? Well now you know!

Every neural network’s objective/loss function is to be minimized! But what does this loss function really look like? Today, we will be showing the loss function for two different neural networks (N1, N2: fig.1).