Its a code heavy and rather in-depth course to master Generative Adversarial Network implementation
What you'll learn
Learn how the basic principles of generative models work
Build & Implement a GAN from scratch (Generative Adversarial Network) in Pytorch and Tensorflow
How to improve the training stability of GANs
Under the hood understanding of the Generator and Discriminator Mechanism
Requirements
Basic Python, Basic Understanding of CNN, Convolutional Neural Network
Basic conceptes of deep learning and Neural Network flow
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Conditional GAN From Scratch with PyTorch/1. Conditional GAN Introduction - from Scratch with PyTorch.mp4
4.8 MB
~Get Your Files Here !/1. Conditional GAN From Scratch with PyTorch/1. Conditional GAN Introduction - from Scratch with PyTorch.srt
909 B
~Get Your Files Here !/1. Conditional GAN From Scratch with PyTorch/2. Full Implementation - Conditional GAN From Scratch with PyTorch.mp4
311.2 MB
~Get Your Files Here !/1. Conditional GAN From Scratch with PyTorch/2. Full Implementation - Conditional GAN From Scratch with PyTorch.srt
57.7 KB
~Get Your Files Here !/1. Conditional GAN From Scratch with PyTorch/2.1 conditional_gan.py
2.6 KB
~Get Your Files Here !/1. Conditional GAN From Scratch with PyTorch/2.2 Only_Tranining_Final_CGAN.ipynb
13.6 KB
~Get Your Files Here !/1. Conditional GAN From Scratch with PyTorch/2.3 train.py
8.8 KB
~Get Your Files Here !/1. Conditional GAN From Scratch with PyTorch/2.4 utils.py
2.7 KB
~Get Your Files Here !/2. BiCycleGAN from Scratch with PyTorch/1. Introduction BiCycleGAN from Scratch with PyTorch.mp4
3.8 MB
~Get Your Files Here !/2. BiCycleGAN from Scratch with PyTorch/1. Introduction BiCycleGAN from Scratch with PyTorch.srt
226 B
~Get Your Files Here !/2. BiCycleGAN from Scratch with PyTorch/2. Full Implementation - BiCycleGAN from Scratch with PyTorch.mp4
456.3 MB
~Get Your Files Here !/2. BiCycleGAN from Scratch with PyTorch/2. Full Implementation - BiCycleGAN from Scratch with PyTorch.srt
68.1 KB
~Get Your Files Here !/2. BiCycleGAN from Scratch with PyTorch/2.1 BiCycleGAN_Toward_Multimodal_Image-to-Image_Translation.ipynb
42.1 KB
~Get Your Files Here !/3. DCGAN from Scratch with TensorFlow - Generate fake Faces from CelebA Dataset/1. 1-Introduction DCGAN with TensorFlow.mp4
25.8 MB
~Get Your Files Here !/3. DCGAN from Scratch with TensorFlow - Generate fake Faces from CelebA Dataset/1. 1-Introduction DCGAN with TensorFlow.srt
3.4 KB
~Get Your Files Here !/3. DCGAN from Scratch with TensorFlow - Generate fake Faces from CelebA Dataset/2. 2-Full Implementations - DCGAN from Scratch With TensforFlow CelebA_Dataset.mp4
469.7 MB
~Get Your Files Here !/3. DCGAN from Scratch with TensorFlow - Generate fake Faces from CelebA Dataset/2. 2-Full Implementations - DCGAN from Scratch With TensforFlow CelebA_Dataset.srt
78.1 KB
~Get Your Files Here !/3. DCGAN from Scratch with TensorFlow - Generate fake Faces from CelebA Dataset/2.1 DCGAN_with_Tensorflow_Keras_Celeb_A_Dataset.ipynb
173.1 KB
~Get Your Files Here !/3. DCGAN from Scratch with TensorFlow - Generate fake Faces from CelebA Dataset/3. 3 Conv2dTranspose Explanations for DCGAN's Generator Function Filter-Kernel_Size.mp4
266 MB
~Get Your Files Here !/3. DCGAN from Scratch with TensorFlow - Generate fake Faces from CelebA Dataset/3. 3 Conv2dTranspose Explanations for DCGAN's Generator Function Filter-Kernel_Size.srt
47.3 KB
~Get Your Files Here !/3. DCGAN from Scratch with TensorFlow - Generate fake Faces from CelebA Dataset/3.1 DCGAN_Generator_Function_Understanding_Filter_Size_and_Input_Shape.ipynb
49.9 KB
~Get Your Files Here !/4. DCGAN From Scratch with PyTorch/1. DCGAN From Scratch with PyTorch.mp4
320.3 MB
~Get Your Files Here !/4. DCGAN From Scratch with PyTorch/1. DCGAN From Scratch with PyTorch.srt
66.2 KB
~Get Your Files Here !/4. DCGAN From Scratch with PyTorch/1.1 DCGAN_ONLY_train.ipynb
1.3 KB
~Get Your Files Here !/4. DCGAN From Scratch with PyTorch/1.2 dcgan.py
4.4 KB
~Get Your Files Here !/4. DCGAN From Scratch with PyTorch/1.3 train.py
6.2 KB
~Get Your Files Here !/4. DCGAN From Scratch with PyTorch/1.4 utils.py
1.7 KB
~Get Your Files Here !/5. CycleGAN Paper Architecture Explanations/1. CycleGAN Paper Architecture Explanations.mp4
294.8 MB
~Get Your Files Here !/5. CycleGAN Paper Architecture Explanations/1. CycleGAN Paper Architecture Explanations.srt
39.3 KB
~Get Your Files Here !/6. CycleGAN from Scratch with PyTorch/1. CycleGAN from Scratch with PyTorch.mp4
796.7 MB
~Get Your Files Here !/6. CycleGAN from Scratch with PyTorch/1. CycleGAN from Scratch with PyTorch.srt
134.1 KB
~Get Your Files Here !/6. CycleGAN from Scratch with PyTorch/1.1 CycleGAN_From_Scratch_PyTorch_FINAL_Entire_NB.ipynb
1.9 MB
~Get Your Files Here !/6. CycleGAN from Scratch with PyTorch/1.2 cyclegan.py
4.9 KB
~Get Your Files Here !/6. CycleGAN from Scratch with PyTorch/1.3 Final_Training_Only.ipynb
875 B
~Get Your Files Here !/6. CycleGAN from Scratch with PyTorch/1.4 train.py
14.9 KB
~Get Your Files Here !/6. CycleGAN from Scratch with PyTorch/1.5 utils.py
5.5 KB
~Get Your Files Here !/7. WGAN Architecture Paper Explanation/1. WGAN Architecture Paper Explanation.mp4
117.4 MB
~Get Your Files Here !/7. WGAN Architecture Paper Explanation/1. WGAN Architecture Paper Explanation.srt
34 KB
~Get Your Files Here !/8. WGAN Without Gradient Penalty from Scratch with PyTorch/1. WGAN Without Gradient Penalty from Scratch with PyTorch.mp4
238.6 MB
~Get Your Files Here !/8. WGAN Without Gradient Penalty from Scratch with PyTorch/1. WGAN Without Gradient Penalty from Scratch with PyTorch.srt
43.9 KB
~Get Your Files Here !/8. WGAN Without Gradient Penalty from Scratch with PyTorch/1.1 Final_Training_Only.ipynb
636 B
~Get Your Files Here !/8. WGAN Without Gradient Penalty from Scratch with PyTorch/1.2 train.py
5.6 KB
~Get Your Files Here !/8. WGAN Without Gradient Penalty from Scratch with PyTorch/1.3 utils.py
1009 B
~Get Your Files Here !/8. WGAN Without Gradient Penalty from Scratch with PyTorch/1.4 WGAN_Pytorch_From_Scratch_Full_Notebook.ipynb
32.3 KB
~Get Your Files Here !/8. WGAN Without Gradient Penalty from Scratch with PyTorch/1.5 wgan.py
2.3 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/1. Introduction WGAN with Gradient_Penalty from Scratch with PyTorch.mp4
10.2 MB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/1. Introduction WGAN with Gradient_Penalty from Scratch with PyTorch.srt
621 B
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/2. Full Implementation WGAN with Gradient_Penalty from Scratch with PyTorch.mp4
529.3 MB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/2. Full Implementation WGAN with Gradient_Penalty from Scratch with PyTorch.srt
100.9 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/2.1 Only_Tranining_Final.ipynb
3.6 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/2.3 train.py
8.1 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/2.4 utils.py
4.1 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/2.5 wgan_gp.py
3.3 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/BiCycleGAN_Toward_Multimodal_Image-to-Image_Translation.ipynb
42.1 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-Conditional GAN From Scratch with PyTorch/conditional_gan.py
2.6 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-Conditional GAN From Scratch with PyTorch/Only_Tranining_Final_CGAN.ipynb
3.6 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-Conditional GAN From Scratch with PyTorch/train.py
8.8 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-Conditional GAN From Scratch with PyTorch/utils.py
2.7 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-DCGAN from Scratch with TensorFlow - Generate fake Faces from CelebA Dataset/DCGAN_Generator_Function_Understanding_Filter_Size_and_Input_Shape.ipynb
49.9 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-DCGAN from Scratch with TensorFlow - Generate fake Faces from CelebA Dataset/DCGAN_with_Tensorflow_Keras_Celeb_A_Dataset.ipynb
173.1 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-DCGAN-from-Scratch-with-PyTorch/dcgan.py
4.4 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-DCGAN-from-Scratch-with-PyTorch/DCGAN_ONLY_train.ipynb
1.3 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-DCGAN-from-Scratch-with-PyTorch/train.py
6.2 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-DCGAN-from-Scratch-with-PyTorch/utils.py
1.7 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-WGAN_with_Gradient_Penalty_from_Scratch_PyTorch/Only_Tranining_Final.ipynb
3.6 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-WGAN_with_Gradient_Penalty_from_Scratch_PyTorch/train.py
8.1 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-WGAN_with_Gradient_Penalty_from_Scratch_PyTorch/utils.py
4.1 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE-WGAN_with_Gradient_Penalty_from_Scratch_PyTorch/wgan_gp.py
3.3 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE_CycleGAN_From_Scratch_PyTorch/cyclegan.py
4.9 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE_CycleGAN_From_Scratch_PyTorch/CycleGAN_From_Scratch_PyTorch_FINAL_Entire_NB.ipynb
1.9 MB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE_CycleGAN_From_Scratch_PyTorch/Final_Training_Only.ipynb
875 B
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE_CycleGAN_From_Scratch_PyTorch/train.py
14.9 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/CODE_CycleGAN_From_Scratch_PyTorch/utils.py
5.5 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/WGAN_WITHOUT_Gradient_Penalty_from_Scratch_PyTorch/Final_Training_Only.ipynb
636 B
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/WGAN_WITHOUT_Gradient_Penalty_from_Scratch_PyTorch/train.py
5.6 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/WGAN_WITHOUT_Gradient_Penalty_from_Scratch_PyTorch/utils.py
1009 B
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/WGAN_WITHOUT_Gradient_Penalty_from_Scratch_PyTorch/wgan.py
2.3 KB
~Get Your Files Here !/9. WGAN with Gradient_Penalty from Scratch with PyTorch/SOURCE-CODE-ALL-FILES/WGAN_WITHOUT_Gradient_Penalty_from_Scratch_PyTorch/WGAN_Pytorch_From_Scratch_Full_Notebook.ipynb