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Maschinelles Lernen Für Die Ingenieurwissenschaften: Einführung in Physikalisch Informierte, Erklärbare Lernverfahren Für KI in Technischen Anwendunge by Marcus J. Neuer

Maschinelles Lernen Für Die Ingenieurwissenschaften: Einführung in Physikalisch Informierte, Erklärbare Lernverfahren Für KI in Technischen Anwendunge

by Marcus J. Neuer
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Book cover type: Paperback
  • ISBN13: 9783662682159
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Springer Vieweg
  • Publisher Imprint: Springer Vieweg
  • Publication Date:
  • Pages: 260
  • Original Price: EUR 35.51
  • Language: German
  • Edition: 2024
  • Item Weight: 395 grams
  • BISAC Subject(s): Artificial Intelligence / General

Maschinelles Lernen und künstliche Intelligenz sind omnipräsente Begriffe zur Verbesserung von technischen Prozessen. Die praktische Umsetzung an realen Problemen gestaltet sich aber oft schwierig und komplex.

Dieses Lehrbuch erklärt Lernverfahren anhand von analytischen Konzepten im Zusammenspiel mit vollständigen Programmierbeispielen in Python und bezieht sich auf dabei stets auf reale technische Anwendungsszenarien. Es zeigt den Einsatz physikalisch-informierter Lernstrategien, die Einbeziehung von Unsicherheit in die Modellierung und den Aufbau von erklärbarer, vertrauenswürdiger künstlicher Intelligenz mit Hilfe spezialisierter Datenbanken.

Dieses Lehrbuch richtet sich somit sowohl an Studierende der Ingenieurswissenschaften, Naturwissenschaft, Medizin und Betriebswirtschaft als auch an Anwender aus der Industrie (vor allem Data Scientists), Entwickler*innen von Expertendatenbanken und Softwareentwickler*innen.

Dr. Marcus J. Neuer hat in diversen Forschungs- und Industrieprojekten Maschinelles Lernen und erklärbare künstliche Intelligenz für nutzbare, gewinnbringende Anwendungen entwickelt. Er leitet die Forschungs- und Entwicklungsabteilung der innoRIID GmbH und lehrt an der RWTH Aachen sowie der Fachhochschule der Wirtschaft, FHDW. Seine Algorithmen werden heute in verschiedenen Produkten, u.a. in den Bereichen der nuklearen Sicherheit und der Prozessindustrie, erfolgreich eingesetzt.


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