# Machine Learning Class (Winter 2019-2020)

Posts from Machine Learning Class (Winter 2019-2020), via the RSS Amplifier directory.

Page: <https://rssamplifier.com/youtube-com-246>  
Feed: <https://rssamplifier.com/youtube-com-246.md>

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## [Lecture 4.1: Classification | k-NN | ML19](https://www.youtube.com/watch?v=EsNC7iOVbzI)

_2020-10-15 · UniHeidelberg_

## [Lecture 4.2: Cross-Validation | Decision Trees | ML19](https://www.youtube.com/watch?v=jbaGAnhQFJY)

_2020-10-15 · UniHeidelberg_

## [Lecture 5.1: Decision Trees (cont.) | ML19](https://www.youtube.com/watch?v=lepWmOlSl4Q)

_2020-10-15 · UniHeidelberg_

## [Lecture 5.2: Random Forest | ML19](https://www.youtube.com/watch?v=wkXuvvywtvc)

_2020-10-15 · UniHeidelberg_

## [Lecture 6.1: Bayes Theorem | Statistical Decision Theory | ML19](https://www.youtube.com/watch?v=qtDavJNyta8)

_2020-10-15 · UniHeidelberg_

## [Lecture 6.2: Statistical Decision Theory (cont.) | Multivariate Normal | QDA | ML19](https://www.youtube.com/watch?v=u4q4JkAca70)

_2020-10-15 · UniHeidelberg_

## [Lecture 7.1: Linear Regression | ML19](https://www.youtube.com/watch?v=K5GqCcAdgeU)

_2020-10-15 · UniHeidelberg_

## [Lecture 7.2: Linear Regression (cont.) | ML19](https://www.youtube.com/watch?v=ulHt4uAH0lE)

_2020-10-15 · UniHeidelberg_

## [Lecture 8.1: Regularized Linear Regression | Ridge | ML19](https://www.youtube.com/watch?v=cBzS9SwC7uM)

_2020-10-15 · UniHeidelberg_

## [Lecture 8.2: Regularized Linear Regression | Lasso | ML19](https://www.youtube.com/watch?v=OUN1KPE2oag)

_2020-10-15 · UniHeidelberg_

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_2020-10-15 · **Sponsored**_

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## [Lecture 9.1: Gaussian Process Regression | ML19](https://www.youtube.com/watch?v=nytXPwcXiHY)

_2020-10-15 · UniHeidelberg_

## [Lecture 9.2: Gaussian Process Regression (cont.) | ML19](https://www.youtube.com/watch?v=SznMHF57vno)

_2020-10-15 · UniHeidelberg_

## [Lecture 11.1: Perceptron | ML19](https://www.youtube.com/watch?v=C03-4aK3AWc)

_2020-10-15 · UniHeidelberg_

## [Lecture 11.2: Perceptron (cont.) | Multi-Layer Perceptron | ML19](https://www.youtube.com/watch?v=DukicF8-JRU)

_2020-10-15 · UniHeidelberg_

## [Lecture 12.2: Projection Trick | Function Counting Theorem | ML19](https://www.youtube.com/watch?v=zDgg7FXylGo)

_2020-10-15 · UniHeidelberg_