Skill Topic · Cinematic

🌫️ Diffusion Models

Deep Learning Series #45 — DDPM, Noise Schedules, Reverse Process, Stable Diffusion! Noise se art…

Overview

🌫️ Diffusion Models — Quick Facts

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Feature: GAN

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Training: Adversarial

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Stability: Unstable

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Quality: Sharp

Topic 1

💡 Diffusion Models Kya Hain?

📚 ` ┌────────────────────────────────────────────────────────┐ │ DIFFUSION MODEL │ │ │ │…

Topic 2

📊 GAN vs VAE vs Diffusion

💡 | Feature | GAN | VAE | Diffusion | |---------|-----|-----|-----------| | Training |…

Topic 3

💻 Complete Code

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(1.0 - self.alpha_cumprod_prev)

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-emb

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emb[None, :]

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math.pi / 2

Topic 4

❓ Quiz

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a) Image generate karta

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b) Forward process clean image me…

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c) Loss calculate

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a) Small model

Comparison

📊 GAN vs VAE vs Diffusion

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Training: Adversarial

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Stability: Unstable

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Quality: Sharp

Quick Quiz

Quiz — Question 1

🌫️ Diffusion Models ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

🌫️ Diffusion Models ka 'Training' kya hai?

Complete! 🎉

🌫️ Diffusion Models Complete!

Aliens School · HIEN · Cinematic Knowledge

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