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Happy New Year: Diffusion Model image generator in about 700 lines of pure SQL

explainextended.com · published 31 December 2024

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https://en.wikipedia.org/wiki/Diffusion_model
en.wikipedia.org
https://huggingface.co/gnokit/ddpm-butterflies-64
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https://huggingface.co/datasets/huggan/smithsonian_butterflies_subset
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https://en.wikipedia.org/wiki/Mean_squared_error
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https://en.wikipedia.org/wiki/Automatic_differentiation
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https://en.wikipedia.org/wiki/Backpropagation
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https://en.wikipedia.org/wiki/Overfitting
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https://en.wikipedia.org/wiki/Diffusion_process
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https://en.wikipedia.org/wiki/Markov_chain
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https://en.wikipedia.org/wiki/Normal_distribution
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https://en.wikipedia.org/wiki/Sum_of_normally_distributed_random_variables
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https://en.wikipedia.org/wiki/Reparameterization_trick
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https://en.wikipedia.org/wiki/U-Net
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https://en.wikipedia.org/wiki/Latent_space
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https://en.wikipedia.org/wiki/Linear_map
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https://en.wikipedia.org/wiki/Linear_separability
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https://en.wikipedia.org/wiki/Universal_approximation_theorem
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https://en.wikipedia.org/wiki/Activation_function
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https://en.wikipedia.org/wiki/Neural_network_(machine_learning
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https://en.wikipedia.org/wiki/Layer_(deep_learning
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https://xkcd.com/1838/
xkcd.com
https://en.wikipedia.org/wiki/Frobenius_inner_product
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https://generic-github-user.github.io/Image-Convolution-Playground/src/
generic-github-user.github.io
https://en.wikipedia.org/wiki/Vanishing_gradient_problem
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https://arxiv.org/abs/1803.08494
arxiv.org
https://arxiv.org/abs/1706.03762
arxiv.org
https://en.wikipedia.org/wiki/Kronecker_delta
en.wikipedia.org
https://en.wikipedia.org/wiki/Cosine_similarity
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http://dx.doi.org/10.3934/mbe.2023485
dx.doi.org
https://en.wikipedia.org/wiki/Fourier_transform
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https://github.com/quassnoi/explain-extended-2025
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