Udemy - Introduction To Diffusion Models 2023

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Udemy - Introduction To Diffusion Models 2023 (Size: 3.6 GB)
  1 - Introduction.mp4 129.9 MB
  10 - Reverse process sampling.mp4 78.4 MB
  11 - Reverse process visualization.mp4 40.6 MB
  12 - Training equations part 1.mp4 72.7 MB
  13 - Training equations part 2.mp4 81.2 MB
  14 - Training equations implementation part 1.mp4 75.2 MB
  15 - Training equations implementation part 2.mp4 99.6 MB
  16 - Implementation of the training loop.mp4 58.8 MB
  17 - Training on GPU.mp4 86.1 MB
  18 - Correct typo.mp4 10.4 MB
  19 - Reproduction of a Figure from the paper Analysis of the results.mp4 28.8 MB
  2 - Forward Diffusion process.mp4 101.3 MB
  20 - Review of the paper.mp4 275.8 MB
  21 - Time embedding.mp4 47.3 MB
  22 - Pseudocode.mp4 51 MB
  23 - UNet Implementation time embedding.mp4 109.9 MB
  24 - UNet Implementation downsampling.mp4 100.9 MB
  25 - UNet Implementation upsampling.mp4 46.9 MB
  26 - UNet Implementation ResNet part1.mp4 108.1 MB
  27 - UNet Implementation ResNet part2.mp4 160.1 MB
  28 - UNet Implementation ResNet part3.mp4 27.5 MB
  29 - UNet Implementation Attention Mechanism part1.mp4 62.2 MB
  3 - Forward Diffusion process implementation.mp4 116.6 MB
  30 - UNet Implementation Attention Mechanism part2.mp4 9.9 MB
  31 - Finishing the UNet Implementation part1.mp4 156 MB
  32 - Finishing the UNet Implementation part2.mp4 50.1 MB
  33 - Finishing the UNet Implementation part3.mp4 24.1 MB
  34 - Finishing the UNet Implementation part4.mp4 126.7 MB
  35 - Finishing the UNet Implementation part5.mp4 44.2 MB
  36 - Denoising Diffusion Probabilistic Models implementation.mp4 42.8 MB
  37 - Denoising Diffusion Probabilistic Models training.mp4 55.2 MB
  38 - Denoising Diffusion Probabilistic Models sampling.mp4 93.8 MB
  39 - Denoising Diffusion Probabilistic Models utils.mp4 78.6 MB
  4 - Diffusion process tricks.mp4 30 MB
  40 - Denoising Diffusion Probabilistic Models training loop.mp4 38.8 MB
  41 - Denoising Diffusion Probabilistic Models visualization.mp4 54.3 MB
  42 - Denoising Diffusion Probabilistic Models training on GPU.mp4 57.2 MB
  43 - Analysis of the results.mp4 11.6 MB
  44 - Inpainting with Diffusion Models explanation.mp4 97.6 MB
  45 - Inpainting with Diffusion Models implementation.mp4 187.1 MB
  46 - Animations part1.mp4 96.7 MB
  47 - Animations part2.mp4 91.7 MB
  48 - Animations part3.mp4 47.5 MB
  5 - Diffusion process incorporation of the tricks in the implementation.mp4 77.9 MB
  6 - Diffusion process visualization.mp4 69.6 MB
  7 - Reverse process.mp4 58.6 MB
  8 - Reverse process implementation.mp4 30.6 MB
  9 - Architecture of the model.mp4 125.6 MB
  Bonus Resources.txt 409.6 B
  Get Bonus Downloads Here.url 204.8 B
  ▲ 50 total files

Description


Introduction To Diffusion Models 2023
https://DevCourseWeb.com

Published 5/2023
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz
Language: English | Size: 3.64 GB | Duration: 8h 3m

Diffusion Models from scratch using PyToch | In depth breaking down of Stable Diffusion and DALL-E

What you'll learn
How Diffusion Models work
Implementation of Diffusion Models from scratch using PyTorch
In depth understanding of inpainting with Diffusion Models
Deep analysis of Stable Diffusion: opening the black box
Making great animations with Diffusion Models
Review of impactful research papers

Requirements
Basic programming knowledge
Basic Machine Learning knowledge

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