Mastering Image Editing with VAEs

Generative AI    |    Intermediate
  • 13 videos | 1h 31m 6s
  • Includes Assessment
  • Earns a Badge
With artificial intelligence (AI)-powered image generation, you are only limited by your imagination, your understanding of the technology, and the AI's capabilities in what you can accomplish. With a good understanding of generative AI, the sky's the limit. In this course, you'll be introduced to image editing with variational autoencoders (VAEs), beginning with fundamental principles of VAEs, probabilistic encoding and decoding with VAEs, and latent space in generative models. Then you'll be introduced to Keras, the Keras Environment, image editing with VAEs, and VAE training. Finally, you'll explore latent space variables in Keras, how to build an autoencoder in Keras, how to generate images with Keras, and Keras case studies.

WHAT YOU WILL LEARN

  • Discover the key concepts covered in this course
    Outline core principles of variational autoencoders (vaes)
    Outline the use of probabilistic encoding and decoding with vaes
    Provide an overview of the significance of latent space in generative models and its role in image generation
    Provide an overview of keras and how it can be used to implement vaes in image editing and creation
    Get started with keras and leverage its functionalities for vae-based image manipulation
    Outline the process of image editing using vaes, such as compression and color adjustments
  • Demonstrate methods for training vaes
    Outline how to manipulate images with latent space variables using keras
    Create an autoencoder in keras
    Build new and distinctive images with keras and customize vae parameters in keras to achieve specific creative outcomes tailored to your vision
    Identify real-world examples where keras was used for vae-driven image editing and generation
    Summarize the key concepts covered in this course

IN THIS COURSE

  • 55s
    In this video, we will discover the key concepts covered in this course. FREE ACCESS
  • 8m 2s
    After completing this video, you will be able to outline core principles of variational autoencoders (VAEs). FREE ACCESS
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    3.  Probabilistic Encoding and Decoding with VAEs
    5m 5s
    Upon completion of this video, you will be able to outline the use of probabilistic encoding and decoding with VAEs. FREE ACCESS
  • Locked
    4.  Latent Space in Generative Models
    8m 16s
    After completing this video, you will be able to provide an overview of the significance of latent space in generative models and its role in image generation. FREE ACCESS
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    5.  Introduction to Keras
    6m 27s
    Upon completion of this video, you will be able to provide an overview of Keras and how it can be used to implement VAEs in image editing and creation. FREE ACCESS
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    6.  Navigating the Keras Environment
    14m 9s
    Learn how to get started with Keras and leverage its functionalities for VAE-based image manipulation. FREE ACCESS
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    7.  Image Editing with VAEs
    6m 38s
    After completing this video, you will be able to outline the process of image editing using VAEs, such as compression and color adjustments. FREE ACCESS
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    8.  Training VAEs
    7m 16s
    In this video, we will demonstrate methods for training VAEs. FREE ACCESS
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    9.  Latent Space Variables in Keras
    10m 15s
    Upon completion of this video, you will be able to outline how to manipulate images with latent space variables using Keras. FREE ACCESS
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    10.  Building an Autoencoder in Keras
    6m 8s
    In this video, you will learn how to create an autoencoder in Keras. FREE ACCESS
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    11.  Generating Images with Keras
    8m 39s
    In this video, find out how to build new and distinctive images with Keras and customize VAE parameters in Keras to achieve specific creative outcomes tailored to your vision. FREE ACCESS
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    12.  Keras Case Studies
    8m 33s
    After completing this video, you will be able to identify real-world examples where Keras was used for VAE-driven image editing and generation. FREE ACCESS
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    13.  Course Summary
    44s
    In this video, we will summarize the key concepts covered in this course. FREE ACCESS

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