MEX Vocabulary: A Light-Weight Interchange Format for Machine Learning Experiments

MEX Vocabulary: A Light-Weight Interchange Format for Machine Learning Experiments

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Over the last decades many machine learning experiments have been published, giving benefit to the scientific progress. In order to compare machine-learning experiment results with each other and collaborate positively, they need to be performed thoroughly on the same computing environment, using the same sample datasets and algorithm configurations. Besides this, practical experience shows that scientists and engineers tend to have large output data in their experiments, which is both difficult to analyze and archive properly without provenance metadata. However, the Linked Data community still misses a light-weight specification for interchanging machine-learning metadata over different architectures to achieve a higher level of interoperability. MEX provides a prompt method to describe experiments with a special focus on data provenance and fulfills the requirements for a long-term maintenance

Publications

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News

AskNow 0.1 Released ( 2018-09-13T15:35:04+02:00 by Prof. Dr. Jens Lehmann)

2018-09-13T15:35:04+02:00 by Prof. Dr. Jens Lehmann

Dear all, we are very happy to announce AskNow 0.1 – the initial release of Question Answering Components and Tools over RDF Knowledge Graphs. Website: http://asknow.sda.tech/ Demo: http://asknowdemo.sda.tech GitHub: https://github. Read more about "AskNow 0.1 Released"

Jekyll RDF Tutorial Screencast ( 2018-08-07T11:11:12+02:00 by Natanael Arndt)

2018-08-07T11:11:12+02:00 by Natanael Arndt

Since 2016 we are developing Jekyll-RDF a plugin for the famous Jekyll–static website generator. Read more about "Jekyll RDF Tutorial Screencast"

DBpedia Day @ SEMANTiCS 2018 ( 2018-07-20T14:37:25+02:00 by Johannes Frey)

2018-07-20T14:37:25+02:00 by Johannes Frey

Don’t miss the 12th edition of the DBpedia Community Meeting in Vienna, the city with the highest quality of life in the world. Read more about "DBpedia Day @ SEMANTiCS 2018"

SANSA 0.4 (Semantic Analytics Stack) Released ( 2018-06-26T18:33:38+02:00 by Prof. Dr. Jens Lehmann)

2018-06-26T18:33:38+02:00 by Prof. Dr. Jens Lehmann

We are happy to announce SANSA 0.4 – the fourth release of the Scalable Semantic Analytics Stack. Read more about "SANSA 0.4 (Semantic Analytics Stack) Released"

AKSW is organizing the 6th Leipzig Semantic Web Day (LSWT2018) ( 2018-04-17T14:14:17+02:00 by Natanael Arndt)

2018-04-17T14:14:17+02:00 by Natanael Arndt

On June 18th 2018 we will have the 6th Leipzig Semantic Web Day (LSWT2018). A platform for regional actors to get in touch with each other regarding Semantic Web topics. Read more about "AKSW is organizing the 6th Leipzig Semantic Web Day (LSWT2018)"