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What Are Neural Networks Even Doing? (Manifold Hypothesis)

Great Fate 45,412 2 years ago
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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: https://github.com/igreat/videos/tree/main/manifold-hypothesis 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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