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January 20th, 2020

Optical character recognition (short: OCR) is the task of automatically extracting text from images. Nowadays, there are a variety of tools and services available which are easy to use and make... read more

January 6th, 2020

This blog post is the second in a three part series covering machine learning approaches for time series. In the read more

December 18th, 2019

This post is the first part of a series of posts that are linked together as they all deal with the topic of time series and sequence modeling, respectively. In order to give a comprehensive... read more

December 2nd, 2019

Anyone wanting to train a Machine Learning (ML) model these days has a plethora of Python frameworks to choose from. However, when it comes to distributing your trained model to something other... read more

Spanned umbrella in rainy weather.

November 11th, 2019

Here I’m going to walk through how we approached the problem of detecting convective clouds in satellite data including what we are looking for (and why!) and the machine learning approach we... read more

October 25th, 2019

Since not only the complexity of Machine Learning (ML) models but also the size of data sets continue to grow, so does the need for computer power. While most laptops today can handle a... read more

September 24th, 2019

In Machine Learning, an insufficient amount of training data often hinders the performance of classification algorithms. Experience shows that shortage of training data is rather the rule than... read more

Doctor inspecting X-ray image.

August 27th, 2019

Artificial intelligence (AI) and in particular computer vision promise to be valuable aids for diagnosing diseases based on medical... read more

Bookshelf

August 12th, 2019

Natural Language Processing (short: NLP, sometimes also called Computational Linguistics) is one of the fields which has undergone a revolution since methods from... read more

Blackboard with mathematical formulas.

July 15th, 2019

The terms Artificial Intelligence (AI), Machine Learning (ML) and Deep Learning (DL) are used with staggering frequency. However, it is not obvious what they are supposed... read more

May 24th, 2019

This post presents some key learnings from our work on identifying roofs on satellite images. Our aim was to develop a planing tool for the placement of solar panels on roofs. For this purpose... read more

May 10th, 2019

We are currently working on an exciting project where the computer reads numbers and letters in technical drawings. These numbers and letters are used to tag the objects in the drawings. Here... read more

Handwritten documents

April 23rd, 2019

There is a growing demand for automatically processing letters and other documents. Powered by machine learning, modern OCR (optical character recognition) methods can digitize the text. But... read more

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