#backpropagation

Pomni raised her fist, the glove creaking from how hard she was clenching it. Her whole arm pulled back, trembling with the effort of holding back everything she wanted to unleash on his stupid, smirking face. Every rejection, every cruel word, every time he'd pushed her away when all she wanted was to help.

The performance of unregularized CNNs, ResNets, and transformers is non-monotonic: improves, then gets worse, then improves again with increasing model size, data size, or training time.

This effect is often avoided through careful regularization. While this behavior appears to be fairly universal, we don’t yet fully understand why it happens.

Source: https://openai.com/blog/deep-double-descent/

Pomni musing about how she's taller than Jax in real life and how shes Amazon and the thought how he'd at first be shock by and then be his usual annoying self!

Fair question.

I would like to preface this by saying this my own opinion and I still think the show is a masterpiece.

That said, backpropagation takes what was established in canon and runs with it to great heights.

Without spoiling anything from the latest chapters (they literally only been out 12 hours) they way they handle every character's faults and strengths, the conflict resolution, and how everyone gets to shine in a way that makes sense.

I love tadc. But I believe act 1 of backpropagation is the perfect season 1 of hypothetical two season tadc.