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[ DevCourseWeb com ] Udemy - Introduction To Diffusion Models 2023
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1 - Introduction
1 - Introduction.mp4
2 - Initial paper on Diffusion Models
10 - Reverse process sampling.mp4
11 - Reverse process visualization.mp4
12 - Training equations part 1.mp4
13 - Training equations part 2.mp4
14 - Training equations implementation part 1.mp4
15 - Training equations implementation part 2.mp4
16 - Implementation of the training loop.mp4
17 - Training on GPU.mp4
18 - Correct typo.mp4
19 - Reproduction of a Figure from the paper Analysis of the results.mp4
2 - Forward Diffusion process.mp4
3 - Forward Diffusion process implementation.mp4
4 - Diffusion process tricks.mp4
5 - Diffusion process incorporation of the tricks in the implementation.mp4
6 - Diffusion process visualization.mp4
7 - Reverse process.mp4
8 - Reverse process implementation.mp4
9 - Architecture of the model.mp4
3 - Denoising Diffusion Probabilistic Models
20 - Review of the paper.mp4
21 - Time embedding.mp4
22 - Pseudocode.mp4
23 - UNet Implementation time embedding.mp4
24 - UNet Implementation downsampling.mp4
25 - UNet Implementation upsampling.mp4
26 - UNet Implementation ResNet part1.mp4
27 - UNet Implementation ResNet part2.mp4
28 - UNet Implementation ResNet part3.mp4
29 - UNet Implementation Attention Mechanism part1.mp4
30 - UNet Implementation Attention Mechanism part2.mp4
31 - Finishing the UNet Implementation part1.mp4
32 - Finishing the UNet Implementation part2.mp4
33 - Finishing the UNet Implementation part3.mp4
34 - Finishing the UNet Implementation part4.mp4
35 - Finishing the UNet Implementation part5.mp4
36 - Denoising Diffusion Probabilistic Models implementation.mp4
37 - Denoising Diffusion Probabilistic Models training.mp4
38 - Denoising Diffusion Probabilistic Models sampling.mp4
39 - Denoising Diffusion Probabilistic Models utils.mp4
40 - Denoising Diffusion Probabilistic Models training loop.mp4
41 - Denoising Diffusion Probabilistic Models visualization.mp4
42 - Denoising Diffusion Probabilistic Models training on GPU.mp4
43 - Analysis of the results.mp4
4 - Inpainting
44 - Inpainting with Diffusion Models explanation.mp4
45 - Inpainting with Diffusion Models implementation.mp4
5 - Animating Diffusion Models
46 - Animations part1.mp4
47 - Animations part2.mp4
48 - Animations part3.mp4
Bonus Resources.txt
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