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推荐|麻省理工课程:深度学习数学基础(含PPT)

2017-07-11 全球人工智能

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《深度学习数学基础》(Mathematics of Deep Learning)是麻省理工大学的的教学课程。下面含最新的8张课程内容ppt,可直接访问地址下载获阅读。


Lecture1:Introduction and the Universality of Depth 1 Nets

http://elmos.scripts.mit.edu/mathofdeeplearning/2017/03/09/mathematics-of-deep-learning-lecture-1/


Lecture2:Depth Separation

http://elmos.scripts.mit.edu/mathofdeeplearning/2017/04/09/mathematics-of-deep-learning-lecture-2/


Lecture3: More on depth separation

http://elmos.scripts.mit.edu/mathofdeeplearning/2017/04/14/mathematics-of-deep-learning-lecture-3/


Lecture4:PAC Learning and Deep Nets

http://elmos.scripts.mit.edu/mathofdeeplearning/2017/05/08/mathematics-of-deep-learning-lecture-4/


Lecture5:Random Sparse Nets etc.

http://elmos.scripts.mit.edu/mathofdeeplearning/2017/05/28/mathematics-of-deep-learning-lecture-5-random-sparse-nets-etc/


Lecture6:Simple hierarchical models

http://elmos.scripts.mit.edu/mathofdeeplearning/2017/05/29/mathematics-of-deep-learning-lecture-6-simple-hierarchical-models/


Lecture7:Recovering Tree Models

http://elmos.scripts.mit.edu/mathofdeeplearning/2017/07/06/mathematics-of-deep-learning-lecture-7-recovering-tree-models/


Lecture8: Hierarchical Generative Models for Deep Learning

http://elmos.scripts.mit.edu/mathofdeeplearning/2017/07/06/mathematics-of-deep-learning-lecture-8-hierarchical-generative-models-for-deep-learning/

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