Skill Topic · Cinematic

🎭 GAN Variants

Deep Learning Series #44 — WGAN, StyleGAN, CycleGAN, Pix2Pix, ProGAN! Har kaam ke liye alag GAN! 🚀

Overview

🎭 GAN Variants — Quick Facts

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Variant: Key Idea

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Vanilla: BCE real/fake

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WGAN: Earth mover distance

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WGAN-GP: + gradient penalty

Topic 1

💡 GAN Variants Landscape

📚 ` ┌──────────────────────────────────────────────────┐ │ GAN VARIANTS MAP │ │ │ │ LOSS…

Topic 2

📊 GAN Variants Comparison

Topic 3

💻 Complete Code

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self.C(real).mean()

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self.gradient_penalty(

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tf.reduce_mean(c_real)

Topic 4

❓ Quiz

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a) Backward compatible nahi

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b) Vanilla GAN: D outputs…

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c) Memory save

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a) GAN loss variant

Comparison

📊 GAN Variants Comparison

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Vanilla: BCE real/fake

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WGAN: Earth mover distance

⚖️

WGAN-GP: + gradient penalty

Quick Quiz

Quiz — Question 1

🎭 GAN Variants ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

🎭 GAN Variants ka 'Vanilla' kya hai?

Complete! 🎉

🎭 GAN Variants Complete!

Aliens School · HIEN · Cinematic Knowledge

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