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Resnet was when we figured out how to throw a fuckton of perceptrons together and make it actually work. We didn't think networks scaled before that.
by quocanh 5y ago
Resnet was when we figured out how to throw a fuckton of perceptrons together and make it actually work. We didn't think networks scaled before that.
- tusharsadhwani 5y agoiirc that was AlexNet, ResNet came 3 years later whose refinements ended up making it better than a human at object detection.
- mlajtos 5y agoI think the argument is that before ResNets, the depth of the network was constrained and could not be scaled easily. With ResNets (and of course Highway Nets; hi Jürgen!) the depth is just another hyperparam.
- mirker 5y agoIn between those, VGG was parameterized by layers, though severely limited in scope (16-19 layers).