L-5QwkfHYwW4NFqH4xMDoxOjBrO-I4W8
Deep Learning Lab: Denoising Rendered Images Using Autoencoders
Hands-on Lab    SD139624-L
Michael Mendelson
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Description

Take your first steps into the world of machine learning. Learn how a neural network can be used to dramatically speed up the removal of noise in ray traced images. In this lab you will learn about noise in rendered images, use a network trained to denoise sample images, and iterate and modify parameters improving the quality of the denoiser. By the end of the lab, you will have the tools and the knowledge to build your own AI accelerated denoiser.

Key Learnings

  • Learn about noise in rendered images.
  • Learn about the data required to train a neural network to denoise rendering images.
  • Learn to train an autoencoder network to denoise rendered images.
  • Learn to measure the quality of denoising and improve your trained network.

Speakers

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Mike Mendelson is a Curriculum Designer and Certified Instructor at the Nvidia Deep Learning Institute. Mike began experimenting with deep learning while working to enable active personalized (human) learning. He brings experience building and teaching world class project-based STEM curriculum from Expeditionary Learning Education and is inspired by the power of deep learning to solve some of the world's most important challenges at scale.
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