Summary of the Summer Term 2020. Photo by Luis Rocha on Unsplash

FAU LECTURE NOTES ON DEEP LEARNING

In Comprehensive Videos & Blog Posts

Corona was a huge challenge for many of us and affected our lives in a variety of ways. I have been teaching a class on Deep Learning at Friedrich-Alexander-University Erlangen Nuremberg, Germany for several years now. This summer, our university decided to go “virtual” completely. Therefore, I started recording my lecture in short clips fo 15 minutes each.


FAU Lecture Notes in Pattern Recognition

The Concepts of SVMs

Image under CC BY 4.0 from the Pattern Recognition Lecture

These are the lecture notes for FAU’s YouTube Lecture “Pattern Recognition”. This is a full transcript of the lecture video & matching slides. The sources for the slides are available here. We hope, you enjoy this as much as the videos. This transcript was almost entirely machine generated using AutoBlog and only minor manual modifications were performed. If you spot mistakes, please let us know!

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Welcome back to Pattern Recognition. Today we want to start talking about support vector machines. Support vector machines are a very powerful classification…


FAU Lecture Notes in Pattern Recognition

Norm-dependent Gradients

Image under CC BY 4.0 from the Pattern Recognition Lecture

These are the lecture notes for FAU’s YouTube Lecture “Pattern Recognition”. This is a full transcript of the lecture video & matching slides. The sources for the slides are available here. We hope, you enjoy this as much as the videos. This transcript was almost entirely machine generated using AutoBlog and only minor manual modifications were performed. If you spot mistakes, please let us know!

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Welcome back to pattern recognition. Today we want to look a bit more into optimization and the topic today will be looking into…


FAU Lecture Notes in Pattern Recognition

An Introduction to Optimization using Gradient Descent

Image under CC BY 4.0 from the Pattern Recognition Lecture

These are the lecture notes for FAU’s YouTube Lecture “Pattern Recognition”. This is a full transcript of the lecture video & matching slides. The sources for the slides are available here. We hope, you enjoy this as much as the videos. This transcript was almost entirely machine generated using AutoBlog and only minor manual modifications were performed. If you spot mistakes, please let us know!

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Welcome back to pattern recognition. Today we want to start talking a little bit about optimization and we’ll have a couple of refresher…


FAU Lecture Notes in Pattern Recognition

A short Introduction to the Multi-Layer Perceptron

Image under CC BY 4.0 from the Pattern Recognition Lecture

These are the lecture notes for FAU’s YouTube Lecture “Pattern Recognition”. This is a full transcript of the lecture video & matching slides. The sources for the slides are available here. We hope, you enjoy this as much as the videos. This transcript was almost entirely machine generated using AutoBlog and only minor manual modifications were performed. If you spot mistakes, please let us know!

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Welcome everybody to pattern recognition! Today we want to look into multi-layer perceptrons that are also called neural networks. …


FAU Lecture Notes in Pattern Recognition

The Rosenblatt Perceptron

Image under CC BY 4.0 from the Pattern Recognition Lecture

These are the lecture notes for FAU’s YouTube Lecture “Pattern Recognition”. This is a full transcript of the lecture video & matching slides. The sources for the slides are available here. We hope, you enjoy this as much as the videos. This transcript was almost entirely machine generated using AutoBlog and only minor manual modifications were performed. If you spot mistakes, please let us know!

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Welcome everybody to pattern recognition! Today we want to look a bit into the first storage of neural networks and in particular, we…


FAU Lecture Notes in Pattern Recognition

Norm-dependent Regression

Image under CC BY 4.0 from the Pattern Recognition Lecture

These are the lecture notes for FAU’s YouTube Lecture “Pattern Recognition”. This is a full transcript of the lecture video & matching slides. The sources for the slides are available here. We hope, you enjoy this as much as the videos. This transcript was almost entirely machine generated using AutoBlog and only minor manual modifications were performed. If you spot mistakes, please let us know!

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Welcome back to Pattern Recognition! Today, we want to look a bit more into how to apply norms in regression problems and the…


FAU Lecture Notes in Pattern Recognition

Norms and Unit Balls

Image under CC BY 4.0 from the Pattern Recognition Lecture

These are the lecture notes for FAU’s YouTube Lecture “Pattern Recognition”. This is a full transcript of the lecture video & matching slides. The sources for the slides are available here. We hope, you enjoy this as much as the videos. This transcript was almost entirely machine generated using AutoBlog and only minor manual modifications were performed. If you spot mistakes, please let us know!

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Welcome back to pattern recognition! Today we want to talk a bit about norms and we will look into different variants of vector…


FAU Lecture Notes in Pattern Recognition

Regularized Regression

Image under CC BY 4.0 from the Pattern Recognition Lecture

These are the lecture notes for FAU’s YouTube Lecture “Pattern Recognition”. This is a full transcript of the lecture video & matching slides. The sources for the slides are available here. We hope, you enjoy this as much as the videos. This transcript was almost entirely machine generated using AutoBlog and only minor manual modifications were performed. If you spot mistakes, please let us know!

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Welcome back to Pattern Recognition! Today we want to talk a bit about regression and different variants of regularising preparation.


FAU Lecture Notes in Pattern Recognition, CODEX

LDA — Examples

Image under CC BY 4.0 from the Pattern Recognition Lecture

These are the lecture notes for FAU’s YouTube Lecture “Pattern Recognition”. This is a full transcript of the lecture video & matching slides. The sources for the slides are available here. We hope, you enjoy this as much as the videos. This transcript was almost entirely machine generated using AutoBlog and only minor manual modifications were performed. If you spot mistakes, please let us know!

Navigation

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Welcome back to Pattern Recognition. You’ve seen that we discussed the Linear Discriminant Analysis and also associated classification. Today, we want to look…

Andreas Maier

I do research in Machine Learning. My positions include being Prof @FAU_Germany, President @DataDonors, and Board Member for Science & Technology @TimeMachineEU

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