Mathematics of data: from theory to computation

Course summary

• This course is a hybrid in-person/remote course. Y... (Text and media area)
• Syllabus (File)
• Schedule (File)
• Announcements (Forum)
• Discussion forum (Forum)
• General forum (Forum)
• Teaching Assistants: Yongtao Wu (Head TA)Pedro Abr... (Text and media area)

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• Lecture 1 (File)
• Lecture 2 (File)
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• Supplementary material on Probability (File)
• Supplementary material on Complexity and Asymptotics (File)
• Supplementary material on Kernel Methods (File)
• Handout 1 (Not graded) (Folder)
• Handout 1 - Solutions (File)

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• Lecture 3 (File)
• --------------------------------------------------... (Text and media area)
• Supplementary material on time-data trade-offs (File)
• Supplementary material on Linear Algebra (File)

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• Lecture 4 (File)
• Lecture 5 (File)
• Handout 2 (Not graded) (Folder)
• Handout 2 - Solutions (File)

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• Lecture 6 (File)

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• Lecture 7 (File)

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• Lecture 8 (File)

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• Lecture 9 (File)

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• Lecture 10 (File)
• Supplementary Lecture: Deep Learning (Folder)

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• Lecture 11 (File)
• Supplementary material on Graph NNs (File)

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• Lecture 12 (File)

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• Lecture 13 (File)

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• Lecture 14 (File)
• Supplementary material on compositional gradient methods (File)

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• Mock Exam (File)

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• Mock Exam (Solutions) (File)
• Lecture 15 (File)
• Lecture 15 (C4DT talk, for reference only) (File)

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