Data Analytics and Machine Learning

Faculty

Institute of Management and Engineering

Version

Version 20.0 of 04/23/2020

Code of Module

75M0229

Modulename (german)

Data Analytics and Machine Learning

Study Programmes

Management und Technik (M.Sc.)

Level of Module

5

Responsible of the Module

Ryba, Michael

Lecturer(s)
  • Buscherm?hle, Ralf
  • Ter?rde, Gerd
Credits

5

Concept of Study and Teaching
Workload Dozentengebunden
Std. WorkloadLehrtyp
21Vorlesungen
21?bungen
2Vorlesungen
Workload Dozentenungebunden
Std. WorkloadLehrtyp
21Veranstaltungsvor-/-nachbereitung
20Literaturstudium
40Referate
Recommended Reading

Booth, T.: Python - Data Analytics, Independently Published, 2019Chollet, F.: Deep Learning mit Python und Keras: Das Praxisbuch vom Entwickler der Keras-Bibliothek, mitp, 2018Ertel, W.: Grundkurs Künstliche Intelligenz: Eine praxisorientierte Einführung (Computational Intelligence), Springer Vieweg, 2016Frochte, J.: Maschinelles Lernen: Grundlagen und Algorithmen in Python, Hanser Verlag, 2019Goldberg, D.: Genetic Algorithms in Search, Optimization and Machine Learning, Motilal Books UK, 2008Holland, J.: Adaptation in Natural and Artifical Systems: An Introdutory Analysis with Applications to Biology, Control, and Artificial Intelligence, MIT Press, 1992Kr?ckel, J.: Data Analytics in Produktion und Logistik, Vogel Communications Group GmbH & Co. KG, 2019Lenze, B.: Einführung in die Mathematik neuronaler Netze, Logos, Berlin 1997Milligan, J.: Learning Tableau: Tools for Business Intelligence, data prep, and visual analytics, Packt Publishing 2019

Graded Exam
  • Two-Hour Written Examination
  • Viva Voce
  • Project Report, written
Duration

1 Term

Module Frequency

Only Winter Term

Language of Instruction

German