Skill Topic · Cinematic

⚔️ GAN Fundamentals

Deep Learning Series #43 — Adversarial Training, Generator vs Discriminator! Do neural networks ki…

Overview

⚔️ GAN Fundamentals — Quick Facts

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Feature: VAE

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Training: Stable (ELBO)

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Output quality: Blurry

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Latent space: Smooth

Topic 1

💡 GAN Kya Hai?

📚 ` ┌───────────────────────────────────────────────────────┐ │ GENERATIVE ADVERSARIAL…

Topic 2

📊 VAE vs GAN

💡 | Feature | VAE | GAN | |---------|-----|-----| | Training | Stable (ELBO) | Unstable…

Topic 3

💻 Complete Code

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p(y|x): classifier confident

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p(y): spread across classes

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2 * covmean)

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0.9, pred_real

Topic 4

❓ Quiz

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a) Data classify karta

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b) Generator random noise z ~…

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c) Loss calculate karta

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a) GAN train nahi hota

Comparison

📊 VAE vs GAN

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Training: Stable (ELBO)

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Output quality: Blurry

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Latent space: Smooth

Quick Quiz

Quiz — Question 1

⚔️ GAN Fundamentals ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

⚔️ GAN Fundamentals ka 'Training' kya hai?

Complete! 🎉

⚔️ GAN Fundamentals Complete!

Aliens School · HIEN · Cinematic Knowledge

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