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+ | ===== Welcome to CS474, Fall 2020! ===== | ||
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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)]] |