Backpropagation Details Pt. 1: Optimizing 3 parameters simultaneously.

StatQuest with Josh Starmer
StatQuest with Josh Starmer
191.2 هزار بار بازدید - 4 سال پیش - The main ideas behind Backpropagation
The main ideas behind Backpropagation are super simple, but there are tons of details when it comes time to implementing it. This video shows how to optimize three parameters in a Neural Network simultaneously and introduces some Fancy Notation.

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
3:01 Derivatives do not change when we optimize multiple parameters
6:28 Fancy Notation
10:51 Derivatives with respect to two different weights
15:02 Gradient Descent for three parameters
17:19 Fancy Gradient Descent Animation

#StatQuest #NeuralNetworks #Backpropagation
4 سال پیش در تاریخ 1399/08/11 منتشر شده است.
191,202 بـار بازدید شده
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