Backpropagation Details Pt. 2: Going bonkers with The Chain Rule

StatQuest with Josh Starmer
StatQuest with Josh Starmer
132 هزار بار بازدید - 4 سال پیش - This StatQuest picks up right
This StatQuest picks up right here Part 1 left off, and this time we're going to go totally bonkers with The Chain Rule and optimize every single parameter in this simple Neural Network. BAM!!!

NOTE: This StatQuest assumes that you already know the main ideas behind Backpropagation: Neural Networks Pt. 2: Backpropagatio...
...and that also means you should be familiar with...
Neural Networks: The Essential Main Ideas of Neural Ne...
The Chain Rule: The Chain Rule
Gradient Descent: Gradient Descent, Step-by-Step

LAST NOTE: When I was researching this 'Quest, I found this page by Sebastian Raschka to be helpful: https://sebastianraschka.com/faq/docs...

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0:00 Awesome song and introduction
1:28 The derivative of the weight W1
5:58 The derivative of the bias b1
7:39 The derivatives of W2 and b2
9:21 Gradient Descent for all parameters
11:18 Fancy Gradient Descent Animation

#StatQuest #NeuralNetworks #Backpropagation
4 سال پیش در تاریخ 1399/08/11 منتشر شده است.
132,030 بـار بازدید شده
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