Udemy - Introduction To Diffusion Models 2023
Language: English | Size:3.64 GB
Genre:eLearning
Files Included :
1 - Introduction.mp4 (129.92 MB)
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10 - Reverse process sampling.mp4 (78.44 MB)
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11 - Reverse process visualization.mp4 (40.58 MB)
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12 - Training equations part 1.mp4 (72.65 MB)
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13 - Training equations part 2.mp4 (81.22 MB)
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14 - Training equations implementation part 1.mp4 (75.18 MB)
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15 - Training equations implementation part 2.mp4 (99.58 MB)
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16 - Implementation of the training loop.mp4 (58.79 MB)
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17 - Training on GPU.mp4 (86.06 MB)
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18 - Correct typo.mp4 (10.38 MB)
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19 - Reproduction of a Figure from the paper Analysis of the results.mp4 (28.76 MB)
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2 - Forward Diffusion process.mp4 (101.3 MB)
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3 - Forward Diffusion process implementation.mp4 (116.63 MB)
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4 - Diffusion process tricks.mp4 (29.98 MB)
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5 - Diffusion process incorporation of the tricks in the implementation.mp4 (77.95 MB)
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6 - Diffusion process visualization.mp4 (69.61 MB)
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7 - Reverse process.mp4 (58.55 MB)
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8 - Reverse process implementation.mp4 (30.65 MB)
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9 - Architecture of the model.mp4 (125.56 MB)
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20 - Review of the paper.mp4 (275.77 MB)
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21 - Time embedding.mp4 (47.26 MB)
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22 - Pseudocode.mp4 (51 MB)
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23 - UNet Implementation time embedding.mp4 (109.88 MB)
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24 - UNet Implementation downsampling.mp4 (100.9 MB)
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25 - UNet Implementation upsampling.mp4 (46.89 MB)
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26 - UNet Implementation ResNet part1.mp4 (108.07 MB)
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27 - UNet Implementation ResNet part2.mp4 (160.12 MB)
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28 - UNet Implementation ResNet part3.mp4 (27.46 MB)
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29 - UNet Implementation Attention Mechanism part1.mp4 (62.16 MB)
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30 - UNet Implementation Attention Mechanism part2.mp4 (9.92 MB)
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31 - Finishing the UNet Implementation part1.mp4 (156.04 MB)
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32 - Finishing the UNet Implementation part2.mp4 (50.06 MB)
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33 - Finishing the UNet Implementation part3.mp4 (24.07 MB)
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34 - Finishing the UNet Implementation part4.mp4 (126.74 MB)
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35 - Finishing the UNet Implementation part5.mp4 (44.18 MB)
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36 - Denoising Diffusion Probabilistic Models implementation.mp4 (42.76 MB)
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37 - Denoising Diffusion Probabilistic Models training.mp4 (55.21 MB)
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38 - Denoising Diffusion Probabilistic Models sampling.mp4 (93.83 MB)
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39 - Denoising Diffusion Probabilistic Models utils.mp4 (78.56 MB)
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40 - Denoising Diffusion Probabilistic Models training loop.mp4 (38.81 MB)
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41 - Denoising Diffusion Probabilistic Models visualization.mp4 (54.3 MB)
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42 - Denoising Diffusion Probabilistic Models training on GPU.mp4 (57.22 MB)
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43 - Analysis of the results.mp4 (11.59 MB)
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44 - Inpainting with Diffusion Models explanation.mp4 (97.58 MB)
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45 - Inpainting with Diffusion Models implementation.mp4 (187.13 MB)
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46 - Animations part1.mp4 (96.7 MB)
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47 - Animations part2.mp4 (91.72 MB)
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48 - Animations part3.mp4 (47.48 MB)
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