In this video, we will talk about the best laptops for deep learning.

In case you have a specific budget in mind, let me know in the comments below so that I can create another video based on your budget :)

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What's actually happening to a neural network as it learns?
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The following video is sort of an appendix to this one. The main goal with the follow-on video is to show the connection between the visual walkthrough here, and the representation of these "nudges" in terms of partial derivatives that you will find when reading about backpropagation in other resources, like Michael Nielsen's book or Chis Olah's blog.

Video timeline:
0:00 - Introduction
0:23 - Recap
3:07 - Intuitive walkthrough example
9:33 - Stochastic gradient descent
12:28 - Final words

In this first video we go through the necessary notation in order to make the mathematical calculations for the forward as well as the backward propagation.

As I said in the video if you have never heard of neural networks before but still want to learn and wonder where to start to gain some understanding and intuition here is a great place:

https://www.youtube.com/watch?v=aircAruvnKk

3blue1brown has more videos of neural networks that I also recommend you to watch!

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00:00 Return
06:01 Hope
11:01 Deceived
14:14 Sacrifice
18:10 Betrayed
24:05 Return Comparison With Original
29:52 Hope Comparison With Original
34:51 Deceived Comparison With Original
38:03 Sacrifice Comparison With Original
42:00 Betrayed Comparison With Original
47:54 Outro


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