Image Generation with Stable Diffusion in Keras

Generative AI    |    Intermediate
  • 13 videos | 1h 14m 18s
  • Earns a Badge
Multiple technologies and techniques are used in artificial intelligence (AI)-powered image generation, and this broad field is growing so much every day that you would be forgiven for feeling overwhelmed by the opportunities. In many ways, AI image generation is in the very early stages, so it is staggering to think about what the future holds. In this course, you will be introduced to image generation with Stable Diffusion in Keras, beginning with an overview of Stable Diffusion and diffusion models. Then you will examine variations of diffusion models and uses for diffusion models. You will explore high-resolution image creation, realism, and detail enhancement with Stable Diffusion. Next, you will learn how to implement Stable Diffusion with Keras. Finally, you will investigate methods for prompt creation, inpainting, latent diffusion, and Stable Diffusion models.

WHAT YOU WILL LEARN

  • Discover the key concepts covered in this course
    Provide an overview of stable diffusion as an advanced artificial intelligence (ai) technique for image generation
    Provide an overview of the mathematical concepts and principles that underlie diffusion models
    Describe variations of diffusion models and their uses
    Outline the various applications for diffusion models in keras
    Outline how stable diffusion enables the creation of high-resolution images
    Provide an overview of how stable diffusion enhances the realism and detail of ai-generated images
  • Implement stable diffusion with keras
    Outline methods and best practices for creating prompts
    Describe inpainting and how it is used in stable diffusion
    Provide an overview of latent diffusion and its importance as a high resolution image generation method
    Describe various stable diffusion models and their respective uses
    Summarize the key concepts covered in this course

IN THIS COURSE

  • 57s
    In this video, we will discover the key concepts covered in this course. FREE ACCESS
  • 7m 9s
    After completing this video, you will be able to provide an overview of Stable Diffusion as an advanced artificial intelligence (AI) technique for image generation. FREE ACCESS
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    3.  Diffusion Models
    7m 28s
    Upon completion of this video, you will be able to provide an overview of the mathematical concepts and principles that underlie diffusion models. FREE ACCESS
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    4.  Variations of Diffusion Models
    7m 11s
    After completing this video, you will be able to describe variations of diffusion models and their uses. FREE ACCESS
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    5.  Uses for Diffusion Models
    5m 5s
    Upon completion of this video, you will be able to outline the various applications for diffusion models in Keras. FREE ACCESS
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    6.  How Stable Diffusion Unleashes High-resolution Image Creation
    6m 43s
    In this video, we will outline how Stable Diffusion enables the creation of high-resolution images. FREE ACCESS
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    7.  Enhancing Realism and Detail with Stable Diffusion
    5m 43s
    After completing this video, you will be able to provide an overview of how Stable Diffusion enhances the realism and detail of AI-generated images. FREE ACCESS
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    8.  Implementing Stable Diffusion with Keras
    5m 6s
    Learn how to implement Stable Diffusion with Keras. FREE ACCESS
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    9.  Methods for Prompt Creation
    8m 36s
    Upon completion of this video, you will be able to outline methods and best practices for creating prompts. FREE ACCESS
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    10.  Inpainting
    6m 21s
    After completing this video, you will be able to describe inpainting and how it is used in Stable Diffusion. FREE ACCESS
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    11.  Latent Diffusion
    5m 20s
    Upon completion of this video, you will be able to provide an overview of latent diffusion and its importance as a high resolution image generation method. FREE ACCESS
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    12.  Stable Diffusion Models
    8m
    After completing this video, you will be able to describe various Stable Diffusion models and their respective uses. FREE ACCESS
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    13.  Course Summary
    40s
    In this video, we will summarize the key concepts covered in this course. FREE ACCESS

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