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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...