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What Are Neural Networks Even Doing? (Manifold Hypothesis)
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In this video, I try to crack open the black box we call a #neuralnetwork 💪💪
The animations were made using #Manim Community Edition, and here is the code I wrote to generate them:
Timestamps:
0:00 - recap
0:49 - visualizing neural networks 2d
3:05 - linear transformations
3:27 - nonlinear transformations
4:30 - affine transformations
5:14 - back to 2d neural networks
7:04 - why use more neurons per layer?
10:10 - manifold hypothesis
11:36 - visualizing handwritten digit separation
12:56 - conclusion
The animations were made using #Manim Community Edition, and here is the code I wrote to generate them:
Timestamps:
0:00 - recap
0:49 - visualizing neural networks 2d
3:05 - linear transformations
3:27 - nonlinear transformations
4:30 - affine transformations
5:14 - back to 2d neural networks
7:04 - why use more neurons per layer?
10:10 - manifold hypothesis
11:36 - visualizing handwritten digit separation
12:56 - conclusion
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