All reference videosAcademy • Reference video • 12:47Open on YouTube
Backpropagation, intuitively | Deep Learning Chapter 3
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What backprop computes, before the calculus.
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20:333Blue1BrownGradient descent, how neural networks learn | Deep Learning Chapter 2
Loss surfaces and descent, visually.
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2:25:52Andrej KarpathyThe spelled-out intro to neural networks and backpropagation: building micrograd
Build autograd yourself. The chain rule, organised, in code.
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15:52DeepBeanOptimization for Deep Learning (Momentum, RMSprop, AdaGrad, Adam)
How SGD grew into Adam, one fix at a time.
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34:06Welch LabsWhat the Books Get Wrong about AI [Double Descent]
The overparameterization surprise from the generalization lesson.
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