Generative Modeling Applications @SirajRaval
Generative Modeling Applications  @SirajRaval
Uploaded September 2019 | Updated September 2026, 2 weeks ago
Generative modeling technology is changing the face of the Internet as you read this. It's now possible to design automated systems that can write novels, act as talking heads in videos, and compose music. We are in an absolute renaissance for creativity, the tools are your disposal to tell stories and create new realities have never been so powerful. In this episode, I'll explain how generative modeling works by demoing 3 examples that you can try yourself in your web browser. We'll generate music, faces, and 3D objects, all without having to install any dependencies locally! Newcomers, rejoice. I'll explain how it works at a mathematical level (my favorite), enjoy!

Demo 1 (Generating Music):
colab.research.google.com/notebooks/magenta/piano_transformer/piano_transformer.ipynb

Demo 2 (Generating Faces):
colab.research.google.com/github/tensorflow/hub/blob/master/examples/colab/tf_hub_generative_image_module.ipynb

Demo 3 (Generating 3D Objects):
colab.research.google.com/github/tensorflow/lucid/blob/master/notebooks/differentiable-parameterizations/style_transfer_3d.ipynb

Autoencoders explained:
youtube.com/watch?v=H1AllrJ-_30

Generative Adversarial Networks explained:
youtube.com/watch?v=yz6dNf7X7SA

Sequence Models explained:
youtube.com/watch?v=ElmBrKyMXxs

Generative Modeling explained:
youtube.com/watch?v=PhCM3qoRZHE

Are you a total beginner to machine learning? Watch this:
youtube.com/watch?v=Cr6VqTRO1v0

My AI Startup video:
youtube.com/watch?v=NzmoPqte4V4

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Generative Modeling Applications

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