Input/Output Data To Your ML Projects In Python
Long Term Storage!
Machine Learning Based Science
Busy, busy, busy, is what we Bokononists whisper whenever we think of how complicated and unpredictable the machinery of life really is.
Kurt Vonnegut, Cat’s Cradle
ML in Science
In my opinion, we are on the way to better understand the data that has been collected by various scientific disciplines in recent years. Much of the knowledge contained in this data has been made accessible through the methods of statistical learning in recent years. The pure hypothesis-based evaluation seems to be over, because this old statistical methods referred to data sets which were “very expansive” in the sense of difficult to create. Methods which were for a long time rather neglected, are now on everyone’s lips under the keyword “Deep Learning”. They achieve incredible success in the area of perception with the right amount of data. It is now up to us, to explore these methods and their possibilities, but also their inherent problems and thus generate new scientific knowledge.
Recent Posts
Representation Learning As A Scientific Key II: Data
In the analysis of scientific data with machine learning and especially deep learning, the question of representations, the right model and the discrepancy b...
Representation Learning As A Scientific Key I
One of the challenges of the future will be to make AI/ML more accessible and interpretable for domain experts. The success of the method so far has been the...
The World Does Not Only Consist Of MNIST Data I
In the field of empirical data it often happens that the measurements contain errors. In the case of a learning algorithm, such as deep neural networks, it c...
Model Assesment and Ensemble Techniques I
What Is Generalization ? Most of the models that have a direct application in current research in the natural sciences can be said to be roughly divided into...
Curated book list for all interested people who work with me.
In many situations I will discuss different paper with students, that recently around in our, or a related field. In order to create a common ground, I have ...
Why do I make such a blog?
For most of the posts I have students as addressees in mind, who work together with me on the projects around my current job at the ProDi in Bochum, Germany....