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GANs Introduction
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Training GANs code walk-through
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Tricks for stable training
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Types of GAN Architectures and their code walkthrough
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Cool Applications of GANs
Familiarity with GANs, understanding of various GAN architectures, training GANs, knowledge on various applications of GANs like DeepFakes, doodle to realistic images, FaceApp, etc.
- Coursera GAN Specialization: much of codes and slides are based on it.
- My assignments done as part of specialization: code
- Mode collapse
- Mini-batch discrimination