Участник:Strijov/Drafts
Материал из MachineLearning.
(Различия между версиями)
(→Theme 1: PDE) |
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* Functional data analysis | * Functional data analysis | ||
* Applied mathematics for machine learning | * Applied mathematics for machine learning | ||
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+ | ==General principles== | ||
+ | 1. The experiment and measurements defines axioms i | ||
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==Syllabus and goals== | ==Syllabus and goals== | ||
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===Code=== | ===Code=== | ||
https://papers.nips.cc/paper/2018/file/69386f6bb1dfed68692a24c8686939b9-Paper.pdf | https://papers.nips.cc/paper/2018/file/69386f6bb1dfed68692a24c8686939b9-Paper.pdf | ||
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+ | ==Theme 1: Surface differential geometry == | ||
+ | [https://www.coursera.org/lecture/image-processing/3-surface-differential-geometry-duration-11-43-vtuJ1 Coursera code video] for Image and Video Processing | ||
Строка 45: | Строка 57: | ||
[https://morioh.com/p/18b3158eab36?f=5c21fb01c16e2556b555ab32&fbclid=IwAR0FBF6IfmEaaedMEDzxiSclxGgNVweHgDQZympUZ-4doeKGNwQwUvp9upo Fourier Code] | [https://morioh.com/p/18b3158eab36?f=5c21fb01c16e2556b555ab32&fbclid=IwAR0FBF6IfmEaaedMEDzxiSclxGgNVweHgDQZympUZ-4doeKGNwQwUvp9upo Fourier Code] | ||
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== Fourier for fun and practice nD== | == Fourier for fun and practice nD== | ||
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+ | == Geometric Algebra == | ||
+ | experior product and quaternions | ||
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==Theme 1: High order splines== | ==Theme 1: High order splines== |
Версия 19:43, 1 августа 2021
- Geometric deep learning
- Functional data analysis
- Applied mathematics for machine learning
General principles
1. The experiment and measurements defines axioms i
Syllabus and goals
Theme 1:
Message
Basics
Application
Code
https://papers.nips.cc/paper/2018/file/69386f6bb1dfed68692a24c8686939b9-Paper.pdf
Theme 1: Surface differential geometry
Coursera code video for Image and Video Processing
Theme 1: ODE and flows
- Neural Ordinary Differential Equations (source paper and code)
- W: Flow-based generative model
- Flows at deepgenerativemodels.github.io
- Знакомство с Neural ODE на хабре
Goes to BME
Theme 1: PDE
(after RBF)
Fourier for fun and practice 1D
Fourier for fun and practice nD
Geometric Algebra
experior product and quaternions
Theme 1: High order splines
Theme 1: Topological data analysis
Theme 1: Homology versus homotopy