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Stable Diffusion

Master image generation with Stable Diffusion.

Course Duration: 8 hours​

What You'll Learn​

  • Diffusion models theory
  • Stable Diffusion architecture
  • ControlNet for precise control
  • Image-to-image generation
  • Inpainting and outpainting
  • LoRA training for custom styles

Prerequisites​

  • Python programming
  • Deep Learning basics

Course Modules​

  1. Introduction to Diffusion Models
  2. Stable Diffusion Architecture
  3. Setting Up (AUTOMATIC1111, ComfyUI)
  4. Prompt Engineering for Images
  5. Negative Prompts
  6. ControlNet (Canny, Pose, Depth)
  7. Image-to-Image
  8. Inpainting and Outpainting
  9. LoRA Training
  10. SDXL and SD 3.0
  11. API Integration (Replicate, Stability AI)
  12. Project: Custom Image Generator

Models Covered​

  • SD 1.5
  • SDXL
  • SD 3.0
  • ControlNet