Andreas Maier – Medium

Published in Towards Data Science

·Pinned

How We “Hacked” Commercial Image Processing Software Using Machine Learning

Standard ML Tools allow to Reverse-Engineer Image Processing Methods surprisingly easily — Machine Learning offers great opportunities. It is changing our world and we have to rethink some of our current views. For example, we believe that software without source code is more or less safe from being stolen. …

Machine Learning

5 min read

Published in Towards Data Science

·Pinned

Pattern Recognition and the Fundamental Methods of Machine Learning

A Comprehensive Overview of Classical ML Methods — Modern Deep Learning methods deliver extraordinary results every day. To understand its foundations, it is advisable to understand the classic Pattern Recognition and Machine Learning methods as well. In the Winter Semester 2020/21, I was teaching a class on this topic which is entirely available as Open Access material. You…

Machine Learning

7 min read

Under the Hood of Modern Machine and Deep Learning

Published in Towards Data Science

·Pinned

Toxic Peer Review in Computer Science and What to Do about It…

On peer review and some of its most significant failures — Scientific Peer Review affects all computer science researchers and academics in their daily life. More often than we actually want to admit, the process causes severe problems and wrong decisions are being made. PEER REVIEW EXAMPLE Reviewer 1: Good paper — accept Reviewer 2: Paper OK — weak accept Reviewer 3: Paper…

Science

20 min read

Published in Towards Data Science

·Pinned

The Seven Sins of Machine Learning

Seven common mistakes that break your machine learning experiments’ credibility — Machine learning is a great tool that is revolutionizing our world right now. There are lots of great applications in which machine and in particular deep learning has shown to be way superior to traditional methods. Beginning from Alex-Net for Image Classification to U-Net for Image Segmentation, we see great…

Machine Learning

10 min read

Published in Towards Data Science

·Pinned

All You Want to Know about 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. …

Machine Learning

7 min read

All You Want to Know about Deep Learning

Mar 24

Let Laser Illustrate the Background of your Eye

A Short Introduction to Optical Coherence Tomography — These are the lecture notes for FAU’s YouTube Lecture “Medical Engineering”. This is a full transcript of the lecture video & matching slides. The course is supported by a corresponding Open Access Book, and Open Source Slides (zenodo/github). We hope, you enjoy this as much as the videos. Of course…

Medical Engineering

20 min read

Let Laser Illustrate the Background of your Eye

Mar 23

How to See with Sound

A Short Introduction to Ultrasound — These are the lecture notes for FAU’s YouTube Lecture “Medical Engineering”. This is a full transcript of the lecture video & matching slides. The course is supported by a corresponding Open Access Book, and Open Source Slides (zenodo/github). We hope, you enjoy this as much as the videos. Of course…

Medical Engineering

26 min read

Mar 21

How Radioactive Tracers make Diagnostic Images

An Introduction to Emission Tomography — These are the lecture notes for FAU’s YouTube Lecture “Medical Engineering”. This is a full transcript of the lecture video & matching slides. The course is supported by a corresponding Open Access Book, and Open Source Slides (zenodo/github). We hope, you enjoy this as much as the videos. Of course…

Medical Engineering

29 min read

How Radioactive Tracers make Diagnostic Images

Mar 18

X-Rays: Wave or Particle — Enter the Dark-Field

Phase-Contrast X-ray Imaging — These are the lecture notes for FAU’s YouTube Lecture “Medical Engineering”. This is a full transcript of the lecture video & matching slides. The course is supported by a corresponding Open Access Book, and Open Source Slides (zenodo/github). We hope, you enjoy this as much as the videos. Of course…

Medical Engineering

22 min read

Dual Energy & Spectral CT: Double your Gun — Double your Fun!

Mar 17

Dual Energy & Spectral CT: Double your Gun — Double your Fun!

Spectral CT, Quantitative CT & Material Decomposition — These are the lecture notes for FAU’s YouTube Lecture “Medical Engineering”. This is a full transcript of the lecture video & matching slides. The course is supported by a corresponding Open Access Book, and Open Source Slides (zenodo/github). We hope, you enjoy this as much as the videos. Of course…

Medical Engineering

21 min read