Generative Modeling Applications
Skills:
LLM Foundations80%Multimodal LLMs70%Advanced Prompting60%Prompt Systems Engineering60%Modern CV Models50%
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):
https://colab.research.google.com/notebooks/magenta/piano_transformer/piano_transformer.ipynb
Demo 2 (Generating Faces):
https://colab.research.google.com/github/tensorflow/hub/blob/master/examples/colab/tf_hub_generative_image_module.ipynb
Demo 3 (Generating 3D Objects):
https://colab.research.google.com/github/tensorflow/lucid/blob/master/notebooks/differentiable-parameterizations/style_transfer_3d.ipynb
Autoencoders explained:
https://www.youtube.com/watch?v=H1AllrJ-_30
Generative Adversarial Networks explained:
https://www.youtube.com/watch?v=yz6dNf7X7SA
Sequence Models explained:
https://www.youtube.com/watch?v=ElmBrKyMXxs
Generative Modeling explained:
https://www.youtube.com/watch?v=PhCM3qoRZHE
Are you a total beginner to machine learning? Watch this:
https://www.youtube.com/watch?v=Cr6VqTRO1v0
My AI Startup video:
https://www.youtube.com/watch?v=NzmoPqte4V4
Join us in the Wizards Slack channel:
http://wizards.herokuapp.com/
INSTAGRAM: https://bit.ly/312pLUb
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TWITTER: https://bit.ly/2OHYLbB
WEBSITE: https://bit.ly/2OoVPQF
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https://theschool.ai/
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