Course Study Note

Day 5 — Diffusion, LDM, and Applications

I connected forward noise to reverse denoising, then compared where DDPM, latent diffusion, and Stable Diffusion perform their computation.

Date
2025-07-11
Course
2025 Generative Models Intensive — From VAE to Stable Diffusion
01DDPM Forward and Reverse Processes

Study checkpoint for this day

02Latent Diffusion and Stable Diffusion

Study checkpoint for this day

03Diffusion Applications and Next Steps

Study checkpoint for this day

A day-level study path generated from the saved course topic order.

Topics from the day

  1. DDPM Forward and Reverse Processes

    I rewrote timestep-wise noise prediction and the sampling loop.

  2. Latent Diffusion and Stable Diffusion

    I compared why denoising in latent space reduces computation.

  3. Diffusion Applications and Next Steps

    I grouped conditioning

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