Nov 23, 2024  
Graduate Catalog 2024-2025 
    
Graduate Catalog 2024-2025
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INFS 778 - Deep Learning: Theory and Algorithms

3 credits
This course introduces the theoretical foundations and algorithms of deep learning.  Representative deep learning models such as Deep Neural Networks, Convolutional Neural Networks, and Recurrent Neural Networks will be covered in detail.  Popular Python deep learning libraries will be introduced.  The course also includes discussions on advanced topics such as transfer learning, hyperparameter tuning, regularization, optimization of DNNs, and others. Prerequisite(s): INFS 768  or INFS 770 , and INFS 772  



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