Search Results for author: Klaus-Robert Mueller

Found 4 papers, 0 papers with code

Towards CRISP-ML(Q): A Machine Learning Process Model with Quality Assurance Methodology

no code implementations11 Mar 2020 Stefan Studer, Thanh Binh Bui, Christian Drescher, Alexander Hanuschkin, Ludwig Winkler, Steven Peters, Klaus-Robert Mueller

The sixth phase covers state-of-the-art approaches for monitoring and maintenance of a machine learning applications, as the risk of model degradation in a changing environment is eminent.

BIG-bench Machine Learning

Compact and Computationally Efficient Representations of Deep Neural Networks

no code implementations NIPS Workshop CDNNRIA 2018 Simon Wiedemann, Klaus-Robert Mueller, Wojciech Samek

However, most of these common matrix storage formats make strong statistical assumptions about the distribution of the elements in the matrix, and can therefore not efficiently represent the entire set of matrices that exhibit low entropy statistics (thus, the entire set of compressed neural network weight matrices).

How to Explain Individual Classification Decisions

no code implementations6 Dec 2009 David Baehrens, Timon Schroeter, Stefan Harmeling, Motoaki Kawanabe, Katja Hansen, Klaus-Robert Mueller

After building a classifier with modern tools of machine learning we typically have a black box at hand that is able to predict well for unseen data.

BIG-bench Machine Learning Classification +1

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