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cs474_f2020 [2020/08/31 18:28]
wingated
cs474_f2020 [2020/08/31 18:31]
wingated
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 +===== Welcome to CS474, Fall 2020! =====
 +
 Welcome to the most exciting class on campus! ​ We will study the basics of deep neural networks (DNNs), including high-level philosophy, ​ basic mathematics and models, training, initialization,​ and regularization;​ common usages such as classification,​ regression, reinforcement learning and generative models; interesting applications like style/​content transfer, language translation,​ audio processing, language and image synthesis/​generation,​ and control; as well as miscellaneous topics including robustness, visualization,​ interpretability/​understandability,​ and ethical considerations. Welcome to the most exciting class on campus! ​ We will study the basics of deep neural networks (DNNs), including high-level philosophy, ​ basic mathematics and models, training, initialization,​ and regularization;​ common usages such as classification,​ regression, reinforcement learning and generative models; interesting applications like style/​content transfer, language translation,​ audio processing, language and image synthesis/​generation,​ and control; as well as miscellaneous topics including robustness, visualization,​ interpretability/​understandability,​ and ethical considerations.
  
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 **Quick links** **Quick links**
  
-  * Zoom link for class lectures +  * [[https://​byu.zoom.us/​j/​93930898839|Zoom link for class lectures]] 
-  * Github repo for class projects +  * [[https://​github.com/​wingated/​cs474_labs|Github repo for class projects]] 
-  * Class slack channel +  * [[https://​byucs474f2020.slack.com/​|Class slack channel]] 
-  * Dropbox folder (where slides are distributed) +  * [[https://​www.dropbox.com/​sh/​tgcr80y1y60z9ru/​AADoZuLYbjhpCAh24dpPuQqSa?​dl=0|Dropbox folder (where slides are distributed)]] 
-  * Projects page (including information about final project) +  * [[cs474_f2020_projects|Projects page (including information about final project)]] 
-  * LearningSuite (for schedule, and to turn in assignments)+  * [[https://​learningsuite.byu.edu/​|LearningSuite (for schedule, and to turn in assignments)]]
  
  
cs474_f2020.txt · Last modified: 2021/06/30 23:42 (external edit)