Machine Learning for Engineers I: Introduction to Methods and Tools (MLE1)5 ECTS
(englische Bezeichnung: Machine Learning for Engineers I: Introduction to Methods and Tools)

Lehrveranstaltungen:

• • Machine Learning for Engineers I: Introduction to Methods and Tools
    (Vorlesung, Björn Eskofier et al., See VHB for further details (https://kurse.vhb.org/))

Inhalt:

This course offers an overview of some of the most widely used machine learning (ML) methods that are required for solving data science problems. We present the necessary fundamental for each topic and provide programming exercises.
The course includes:
1) The common practices for data preGprocessing.
2) Teaching different tasks regarding regression, classification, and dimensionality reduction using methods including but not limited to linear regression and classification, Support vector machines and Deep neural networks.
3) Introduction to Python programming for data science.
4) Applying machine learning models on real world engineering applications.

Lernziele und Kompetenzen:

• Understanding the fundamental of data science and machine learning domain

• Understanding some of the most widely used machine learning methods

• Being able to implement machine learning pipeline in order to solve real world problems

Literatur:

Machine Learning: A Probabilistic Perspective, Kevin Murphy, MIT press,2012
The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Trevor Hastie, Robert Tibshirani, Jerome Friedman, Springer, 2009
Deep Learning, Ian Goodfellow and Yoshua Bengio and Aaron Courville, MIT Press, 2016

Verwendbarkeit des Moduls / Einpassung in den Musterstudienplan:
Das Modul ist im Kontext der folgenden Studienfächer/Vertiefungsrichtungen verwendbar:

1. Energietechnik (Master of Science)
   (Po-Vers. 2018w | TechFak | Energietechnik (Master of Science) | Gesamtkonto | Wahlmodul aus den Modulen der technischen und naturwissenschaftlichen Fakultät | Machine Learning for Engineers - Introduction to Methods and Tools)
2. Informatik (Bachelor of Science)
   (Po-Vers. 2009w | TechFak | Informatik (Bachelor of Science) | Gesamtkonto | Nebenfach | Nebenfach Maschinenbau | Machine Learning for Engineers - Introduction to Methods and Tools)
3. Informatik (Bachelor of Science)
   (Po-Vers. 2009w | TechFak | Informatik (Bachelor of Science) | Gesamtkonto | Nebenfach | Nebenfach Maschinenbau | Computerintegrierte Produktion | Machine Learning for Engineers - Introduction to Methods and Tools)
4. Informatik (Master of Science)
   (Po-Vers. 2010 | TechFak | Informatik (Master of Science) | Gesamtkonto | Nebenfach | Nebenfach Maschinenbau | Machine Learning for Engineers - Introduction to Methods and Tools)
5. Informatik (Master of Science)
   (Po-Vers. 2010 | TechFak | Informatik (Master of Science) | Gesamtkonto | Nebenfach | Nebenfach Maschinenbau | Computerintegrierte Produktion | Machine Learning for Engineers - Introduction to Methods and Tools)
6. Information and Communication Technology (Master of Science)
   (Po-Vers. 2019s | TechFak | Information and Communication Technology (Master of Science) | Gesamtkonto | Wahlmodule | Wahlmodule aus dem Angebot von EEI und Informatik | Machine Learning for Engineers - Introduction to Methods and Tools)
7. International Production Engineering and Management (Bachelor of Science)
   (Po-Vers. 2011 | TechFak | International Production Engineering and Management (Bachelor of Science) | International Production Engineering and Management (Studienbeginn bis 31.03.2020) | Gesamtkonto | International Elective Modules (IEM) | International Elective Modules | Machine Learning for Engineers - Introduction to Methods and Tools)
8. International Production Engineering and Management (Bachelor of Science)
   (Po-Vers. 2020s | TechFak | International Production Engineering and Management (Bachelor of Science) | International Production Engineering and Management (Studienbeginn SS 2020) | Gesamtkonto | International Elective Modules | Machine Learning for Engineers - Introduction to Methods and Tools)
9. International Production Engineering and Management (Bachelor of Science)
   (Po-Vers. 2020s | TechFak | International Production Engineering and Management (Bachelor of Science) | International Production Engineering and Management (Studienbeginn SS 2020) | Gesamtkonto | Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
10. International Production Engineering and Management (Bachelor of Science)
    (Po-Vers. 2020w | TechFak | International Production Engineering and Management (Bachelor of Science) | International Production Engineering and Management (Studienbeginn WS 2020/21) | Gesamtkonto | International Elective Modules | Machine Learning for Engineers - Introduction to Methods and Tools)
11. International Production Engineering and Management (Bachelor of Science)
    (Po-Vers. 2020w | TechFak | International Production Engineering and Management (Bachelor of Science) | International Production Engineering and Management (Studienbeginn WS 2020/21) | Gesamtkonto | Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
12. International Production Engineering and Management (Bachelor of Science)
    (Po-Vers. 2022s | TechFak | International Production Engineering and Management (Bachelor of Science) | Gesamtkonto | International Elective Modules | Machine Learning for Engineers - Introduction to Methods and Tools)
13. International Production Engineering and Management (Bachelor of Science)
    (Po-Vers. 2022s | TechFak | International Production Engineering and Management (Bachelor of Science) | Gesamtkonto | Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
14. International Production Engineering and Management (Bachelor of Science)
    (Po-Vers. 2022w | TechFak | International Production Engineering and Management (Bachelor of Science) | Gesamtkonto | International Elective Modules | Machine Learning for Engineers - Introduction to Methods and Tools)
15. International Production Engineering and Management (Bachelor of Science)
    (Po-Vers. 2022w | TechFak | International Production Engineering and Management (Bachelor of Science) | Gesamtkonto | Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
16. Maschinenbau (Bachelor of Science)
    (Po-Vers. 2009w | TechFak | Maschinenbau (Bachelor of Science) | Maschinenbau | Gesamtkonto | Wahlmodule | Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
17. Maschinenbau (Master of Science)
    (Po-Vers. 2007 | TechFak | Maschinenbau (Master of Science) | Studienrichtungen Allgemeiner Maschinenbau, Fertigungstechnik, und Rechnergestützte Produktentwicklung | Gesamtkonto | Wahlmodule | Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
18. Maschinenbau (Master of Science)
    (Po-Vers. 2013 | TechFak | Maschinenbau (Master of Science) | Studienrichtung International Production Engineering and Management | Gesamtkonto | International Elective Modules | International Elective Modules | Machine Learning for Engineers - Introduction to Methods and Tools)
19. Mechatronik (Bachelor of Science)
    (Po-Vers. 2009 | TechFak | Mechatronik (Bachelor of Science) | Mechatronik (Studienbeginn bis 30.09.2020) | Gesamtkonto | Wahlpflichtmodule | 10 Fertigungsautomatisierung und Kunststofftechnik | 10 Fertigungsautomatisierung und Kunststofftechnik | Machine Learning for Engineers - Introduction to Methods and Tools)
20. Mechatronik (Bachelor of Science)
    (Po-Vers. 2020w | TechFak | Mechatronik (Bachelor of Science) | Mechatronik (Studienbeginn ab 01.10.2020) | Gesamtkonto | Wahlpflichtmodule | 10 Fertigungsautomatisierung und Kunststofftechnik | Machine Learning for Engineers - Introduction to Methods and Tools)
21. Mechatronik (Bachelor of Science)
    (Po-Vers. 2021w | TechFak | Mechatronik (Bachelor of Science) | Mechatronik (Studienbeginn ab 01.10.2021) | Gesamtkonto | Wahlpflichtmodule | 10 Fertigungsautomatisierung und ressourceneffiziente Produktion | Machine Learning for Engineers - Introduction to Methods and Tools)
22. Mechatronik (Master of Science)
    (Po-Vers. 2012 | TechFak | Mechatronik (Master of Science) | Mechatronik (Studienbeginn bis 30.09.2020) | Gesamtkonto | M3 Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
23. Mechatronik (Master of Science)
    (Po-Vers. 2012 | TechFak | Mechatronik (Master of Science) | Mechatronik (Studienbeginn bis 30.09.2020) | Gesamtkonto | M1-M2 Vertiefungsrichtungen | 10 Fertigungsautomatisierung und Kunststofftechnik | 10 Fertigungsautomatisierung und Kunststofftechnik | Machine Learning for Engineers - Introduction to Methods and Tools)
24. Mechatronik (Master of Science)
    (Po-Vers. 2020w | TechFak | Mechatronik (Master of Science) | Mechatronik (Studienbeginn ab 01.10.2020) | Gesamtkonto | M1-M2 Vertiefungsrichtungen | 10 Fertigungsautomatisierung und Kunststofftechnik | Machine Learning for Engineers - Introduction to Methods and Tools)
25. Mechatronik (Master of Science)
    (Po-Vers. 2020w | TechFak | Mechatronik (Master of Science) | Mechatronik (Studienbeginn ab 01.10.2020) | Gesamtkonto | M3 Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
26. Mechatronik (Master of Science)
    (Po-Vers. 2021w | TechFak | Mechatronik (Master of Science) | Mechatronik (Studienbeginn ab 01.10.2021) | Gesamtkonto | M1-M2 Vertiefungsrichtungen | 10 Fertigungsautomatisierung und ressourceneffiziente Produktion | Machine Learning for Engineers - Introduction to Methods and Tools)
27. Mechatronik (Master of Science)
    (Po-Vers. 2021w | TechFak | Mechatronik (Master of Science) | Mechatronik (Studienbeginn ab 01.10.2021) | Gesamtkonto | M3 Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
28. Wirtschaftsingenieurwesen (Bachelor of Science)
    (Po-Vers. 2009 | TechFak | Wirtschaftsingenieurwesen (Bachelor of Science) | Studienrichtung Informations- und Kommunikationssysteme | weiterer Bachelorprüfungen | Ingenieurwissenschaftlicher Bereich | Wahlbereich | Technische Wahlmodule | Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
29. Wirtschaftsingenieurwesen (Bachelor of Science)
    (Po-Vers. 2009 | TechFak | Wirtschaftsingenieurwesen (Bachelor of Science) | Studienrichtung Maschinenbau | weitere Bachelorprüfungen | Ingenieurwissenschaftlicher Bereich | Wahlbereich | Technische Wahlmodule | Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
30. Wirtschaftsingenieurwesen (Bachelor of Science)
    (Po-Vers. 2018w | TechFak | Wirtschaftsingenieurwesen (Bachelor of Science) | Studienrichtung Maschinenbau (Studienbeginn ab 01.10.2018) | Gesamtkonto | Technische Wahlmodule und Hochschulpraktikum | Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
31. Wirtschaftsingenieurwesen (Bachelor of Science)
    (Po-Vers. 2018w | TechFak | Wirtschaftsingenieurwesen (Bachelor of Science) | Studienrichtung Elektrotechnik (Studienbeginn ab 01.10.2018) | Gesamtkonto | Technische Wahlmodule und Hochschulpraktikum | Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
32. Wirtschaftsingenieurwesen (Master of Science)
    (Po-Vers. 2009 | TechFak | Wirtschaftsingenieurwesen (Master of Science) | Masterstudiengang Wirtschaftsingenieurwesen (bis 30.09.2018) | Gesamtkonto | Ingenieurwissenschaftliche Studienrichtungen | Technische Wahlmodule | Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
33. Wirtschaftsingenieurwesen (Master of Science)
    (Po-Vers. 2018w | TechFak | Wirtschaftsingenieurwesen (Master of Science) | Masterstudiengang Wirtschaftsingenieurwesen (Studienbeginn ab 01.10.2018) | Gesamtkonto | Studienrichtung Maschinenbau | Technische Wahlmodule und Hochschulpraktikum | Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
34. Wirtschaftsingenieurwesen (Master of Science)
    (Po-Vers. 2018w | TechFak | Wirtschaftsingenieurwesen (Master of Science) | Masterstudiengang Wirtschaftsingenieurwesen (Studienbeginn ab 01.10.2018) | Gesamtkonto | Studienrichtung Elektrotechnik | Technische Wahlmodule und Hochschulpraktikum | Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
35. Wirtschaftsingenieurwesen (Master of Science)
    (Po-Vers. 2021w | TechFak | Wirtschaftsingenieurwesen (Master of Science) | Masterstudiengang Wirtschaftsingenieurwesen Studienrichtung Elektrotechnik (Studienbeginn ab 01.10.2021) | Studienrichtung Elektrotechnik | Technische Wahlmodule und Hochschulpraktikum | Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)
36. Wirtschaftsingenieurwesen (Master of Science)
    (Po-Vers. 2021w | TechFak | Wirtschaftsingenieurwesen (Master of Science) | Masterstudiengang Wirtschaftsingenieurwesen Studienrichtung Maschinenbau (Studienbeginn ab 01.10.2021) | Studienrichtung Maschinenbau | Technische Wahlmodule und Hochschulpraktikum | Technische Wahlmodule | Machine Learning for Engineers - Introduction to Methods and Tools)

Studien-/Prüfungsleistungen:

Machine Learning for Engineers - Introduction to Methods and Tools (Prüfungsnummer: 50671)

Prüfungsleistung, Klausur, Dauer (in Minuten): 90, benotet, 5 ECTS

Anteil an der Berechnung der Modulnote: 100.0 %

weitere Erläuterungen:
The questions are based on both understanding the methods and ability to implement them. A project work should be successfully completed.

Prüfungssprache: Englisch

Erstablegung: WS 2021/2022, 1. Wdh.: SS 2022

1. Prüfer:

Björn Eskofier

Termin: 19.02.2022, 11:00 Uhr, Ort: BASPH
Termin: 06.08.2022, 10:00 Uhr, Ort: StudOn Exam
Termin: 06.08.2022, 10:00 Uhr, Ort: StudOn Exam