The Welch Labs Illustrated Guide to AI

This repo contains supporting code for the Welch Labs Illustrated Guide to AI.

Name		Name	Last commit message	Last commit date
build_your_own_perceptron		build_your_own_perceptron
data		data
exercises		exercises
memory_optimize		memory_optimize
tools		tools
.gitignore		.gitignore
1_perceptron.ipynb		1_perceptron.ipynb
1_perceptron_cats_vs_dogs.ipynb		1_perceptron_cats_vs_dogs.ipynb
2_gradient_descent.ipynb		2_gradient_descent.ipynb
2_wormhole.ipynb		2_wormhole.ipynb
3_backpropagation.ipynb		3_backpropagation.ipynb
4_deep_learning.ipynb		4_deep_learning.ipynb
5_alexnet.ipynb		5_alexnet.ipynb
6_map_gpt_4_curve.ipynb		6_map_gpt_4_curve.ipynb
6_neural_scaling_gpt_3_plot.ipynb		6_neural_scaling_gpt_3_plot.ipynb
6_neural_scaling_mnist_example.ipynb		6_neural_scaling_mnist_example.ipynb
7_mech_interp.ipynb		7_mech_interp.ipynb
8_attention.ipynb		8_attention.ipynb
8_attention_deepseek.ipynb		8_attention_deepseek.ipynb
9_diffusion_clip.ipynb		9_diffusion_clip.ipynb
9_diffusion_conditioning_and_guidance.ipynb		9_diffusion_conditioning_and_guidance.ipynb
9_diffusion_spiral_examples.ipynb		9_diffusion_spiral_examples.ipynb
9_stable_diffusion_ddim.ipynb		9_stable_diffusion_ddim.ipynb
9_stable_diffusion_ddpm.ipynb		9_stable_diffusion_ddpm.ipynb
9_stable_diffusion_guidance.ipynb		9_stable_diffusion_guidance.ipynb
LICENSE		LICENSE
README.md		README.md
requirements.txt		requirements.txt

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