Lukas Fischer, Lisa Ehrlinger, Verena Geist, Rudolf Ramler, Florian Sobieczky, Werner Zellinger, Bernhard Moser,
"Applying AI in Practice: Key Challenges and Lessons Learned"
, in Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Weippl Edgar: Machine Learning and Knowledge Extraction, Serie Lecture Notes in Computer Science (LNCS), Vol. 12279, Springer International Publishing, Cham, Seite(n) 451-471, 8-2020, ISBN: 978-3-030-57321-8
Original Titel:
Applying AI in Practice: Key Challenges and Lessons Learned
Sprache des Titels:
Englisch
Original Buchtitel:
Machine Learning and Knowledge Extraction
Original Kurzfassung:
The main challenges along with lessons learned from ongoing research in the application of machine learning systems in practice are discussed, taking into account aspects of theoretical foundations, systems engineering, and human-centered AI postulates. The analysis outlines a fundamental theory-practice gap which superimposes the challenges of AI system engineering at the level of data quality assurance, model building, software engineering and deployment.
Forschungs-