# Kernel methods in machine learning - MVA2021

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## [Lecture 12a of kernel methods: Kernels for graphs](https://www.youtube.com/watch?v=RioMipTmHhQ)

_2021-02-26 · Kernel methods in machine learning_

## [Lecture 11c of kernel methods: Convergence rates of kernel ridge regression for Mercer kernels](https://www.youtube.com/watch?v=yjHwZfcUsKA)

_2021-02-25 · Kernel methods in machine learning_

## [Lecture 11d of kernel methods: Translation invariant kernels, Herglotz and Bochner's theorems](https://www.youtube.com/watch?v=bar4CREefOc)

_2021-02-23 · Kernel methods in machine learning_

## [Lecture 10 on kernel methods: kernel K-means, spectral clustering, kernel CCA](https://www.youtube.com/watch?v=7o2Hny_5lk0)

_2021-02-22 · Julien Mairal_

## [Lecture 9 on kernel methods: kernel PCA](https://www.youtube.com/watch?v=oCt70znxn34)

_2021-02-22 · Julien Mairal_

## [Lecture 8 on kernel methods: Supervised learning, support vector machines (SVM)](https://www.youtube.com/watch?v=glDhR4Iq1sE)

_2021-02-22 · Julien Mairal_

## [Lecture 7 on kernel methods: Supervised learning, large-margin classifiers, a bit of learning theory](https://www.youtube.com/watch?v=HjW_atNFYbo)

_2021-02-22 · Julien Mairal_

## [Lecture 6 on kernel methods: Supervised learning, kernel ridge and logistic regression](https://www.youtube.com/watch?v=BJj3auMlt8U)

_2021-02-22 · Julien Mairal_

## [Lecture 5 on kernel methods: Representer theorem](https://www.youtube.com/watch?v=mNW4PsfYXII)

_2021-02-22 · Julien Mairal_

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_2021-02-22 · **Sponsored**_

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## [Lecture 4 on kernel methods: Kernel Trick](https://www.youtube.com/watch?v=Ra06l4fqlSU)

_2021-02-22 · Julien Mairal_