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Diffusion Models Course

Diffusion Models Course
from 4 to 360h flexible workload
certificate valid in your country

What will I learn?

This short, practical Diffusion Models Course gives you a clear path from probabilistic foundations to high-quality implementations. You will learn denoising, score matching, ELBO objectives, forward and reverse processes, U-Net architectures, noise schedules, and samplers, plus dataset setup, evaluation metrics, and optimization tricks so you can design, train, and benchmark modern diffusion models with confidence.

Elevify advantages

Develop skills

  • Build diffusion U-Nets: design, condition, and optimize multi-scale generators.
  • Engineer robust experiments: seeds, loaders, logging, and reproducible pipelines.
  • Train and sample diffusion models: tune noise schedules, samplers, and losses fast.
  • Optimize compute: mixed precision, memory tricks, and distributed diffusion training.
  • Evaluate generative models: FID, IS, KID, ablations, and fair model comparisons.

Suggested summary

Before starting, you can change the chapters and workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.
Workload: between 4 and 360 hours

What our students say

Your lessons are perfect. I purchased the one-year package and finally have the opportunity to follow various topics of my interest without needing to change platforms... I thank you for everything you do, I've already recommended you to other people...
Giulio Carlo
Giulio CarloDigital Marketing Student
I like how the lessons are straight to the point and how I can change chapters and skip content I don't need.
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Mariana FerresPhotography Student
I like the content and the way videos are presented and transcribed, which speeds up the process!
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Luciana AlvarengaNail Design Student
The platform is fast, simple to use. The diversity of content and complementary videos help a lot with learning.
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André FelipePrompt Engineering Student

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