Deep Learning

Variational Autoencoder
Brief explanation on variational autoencoder mechanism and comparison with traditional autoencoder.
Nov 29, 2021 4:00 PM — 5:00 PM Zoom
Asiful Arefeen
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Variational Autoencoder
Recent Techniques in Semi-Supervised Learning
Exploring traditional GAN and semi-supervised GAN and identify key dissimilarities
Sep 27, 2021 4:00 PM — 5:00 PM Zoom
Asiful Arefeen
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Recent Techniques in Semi-Supervised Learning
SNR- Sub-Network Routing for Flexible Parameter Sharing in Multi-Task Learning
Finding the best structure of a Multi-task Learning Network given a set of related/unrelated tasks
Aug 16, 2021 3:00 PM — 4:00 PM Zoom
Asiful Arefeen
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SNR- Sub-Network Routing for Flexible Parameter Sharing in Multi-Task Learning
Which Tasks Should Be Learned Together in Multi-task Learning?
Task relation assessment and setting MTL parameters according to task groups
Jun 21, 2021 3:00 PM — 3:30 PM Zoom
Asiful Arefeen
PDF Slides
Which Tasks Should Be Learned Together in Multi-task Learning?
Anywidth Network
Modulate the width of the network efficiently
May 17, 2021 3:00 PM — 3:30 PM Zoom
Asiful Arefeen
PDF Slides
Anywidth Network
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