SAS Tutorial | Unsupervised Learning Example: Autoencoders
In this SAS How To Tutorial, Robert Blanchard shows how to create denoising and sparse autoencoders using the SAS language. We apply these model structures to a convolutional deep learning model. Theory is discussed and application is demonstrated using SAS Studio.
Download Data Files
Download the fashion data Robert uses – https://research.zalando.com/welcome/
Chapters
00:00 – Welcome
00:15 – What is an autoencoder?
01:02 – What is a sparse autoencoder and a denoising autoencoder?
01:30 – Autoencoders in SAS
Learn more about SAS Software
◉ AI and Machine Learning Courses – https://www.sas.com/en_us/training/pr...
◉ Extracting and Composing Robust Features with Denoising Autoencoders – https://www.cs.toronto.edu/~larocheh/...
◉ A Practitioner’s Guide to Building a Deep Learning Model – • SAS Tutorial | A Practitioner's Guide to B...
◉ What is deep learning? – https://www.sas.com/en_us/insights/an...
◉ SAS Data Mining and Machine Learning community – https://communities.sas.com/t5/SAS-Da...
◉ Deep Learning Using SAS Software – https://learn.sas.com/course/view.php...
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