for Engineers – Einführung in Methoden und Werkzeuge
Machine Learning for Engineers – Introduction to Methods ans Tools
Zuordnung zum
Curriculum
Classification
Modul-ID
Module ID
Art [...] Matlab seien hier insb. die frei verfügbaren Python-Bibliotheken zu diesem Thema erwähnt, z.B. Scikit-Learn,
Keras oder Tensorflow. Auch verschiedenste (Massen-)Daten stehen frei zur Verfügung, so dass ein [...] mit Matlab/Python: Anwendungsfälle auf echten Datensätzen
• Einführung in Python-Kits: Scikit-Learn, Keras, Tensorflow
• Predictive Maintenance: Datenbasierte Vorhersage von Maschinenausfällen
on to object-oriented programming,
including an overview of the language syntax and how to develop
simple applications. Students will learn how to write custom classes and
methods, and how to test [...] are able to work in a team and apply flexible project management methods.
• You will learn to build partnerships and conduct business negotiations.
• You will be able to present business ideas to investors [...] enables students to
- be able to explain and demonstrate various components of Internet of Things (IoT);
- be able to analyse the role and importance of IoT in the modern world;
- be able to investigate
on to object-oriented programming,
including an overview of the language syntax and how to develop
simple applications. Students will learn how to write custom classes and
methods, and how to test [...] presented at the project kickoff and are to be worked on
successively.
Each student has to contribute individually to the
common task. The overall results are to be submitted
in the group in the form [...] Describe the digital marketing channels which are relevant for B2B companies, to discuss them critically and to
apply them to real-world cases.
• Identify, describe and apply use cases for artificial
explain them to the other
students. They present and explain them to the other course participants. The students should be able to put new knowledge into the context
of teaching. They will also learn about [...] Learning objectives/competencies to be assessed
Zu prüfende Lernziele/Kompetenzen
annotation https://scikit-learn.org/stable/user_guide.html https://scikit-learn.org/stable/user_guide.html
[...] designing and building complex infrastructures, students
deepen their ability to abstract. Students learn a confident approach to modern database applications and infrastructures.
• Personal competence
Goal
(1) ¹The objective of the Master's degree program is to enable students to act and to independently and
autonomously learn and apply scientific knowledge and methods in the fields of Artificial [...] international business. ³They learn how to deal with English in a business-fluent
manner. ⁴They thus meet the requirements of international business and are prepared to take on
responsibility and [...] application. ⁴Students learn to know
different cultures and improve their social skills and language skills through international exchange.
(2) ¹The graduates should be enabled to act in a problem-solving
Pflichtfächer
page
12
Einführung in die BWL
Introduction to Business Administration
Zuordnung zum
Curriculum:
Classification
SPO-Nr.: Art des [...] die Voraussetzungen gemäß SPO)
Prerequisites (Note: please also observe the prerequisites according to examination regulations law in the current version of the SPO)
Pflicht Voraussetzungen:
*Hinweis: [...]
Type/scope incl. weighting
Zu prüfende Lernziele/Kompetenzen
Learning outcomes / competences to be assessed
Klausur 60 min
written exam 60 minutes
Gewichtung: 100%
Hinweis: Die
environment.
• Personal competence (self-competence): Students learn to self-reflect their cultural values and learn strategies how to assume
ethical responsibility in an international context.
Inhalte [...] sustainable development
• ... to find solutions to achieve the sustainable objectives.
Methodological Competence:
• ... to apply the analysis concept for world views and to explain its elements as well [...] ... to develop a goal-oriented and value-oriented argumentation
• ... to analyse the extent of responsibility and trustworthiness in concrete cases and to evaluate it accordingly
• ... to understand
J., J. Pipher und J. H. Silverman: An Introduction to Mathematical Cryptography, 2. Auflage, Springer, 2014.
Katz, J. und Y. Lindell: Introduction to Modern Cryptography, 2. Auflage, CRC Press, 2015. [...] Material / Reading
Aktuelle Literatur insbesondere aus IEEE 802.3 inkl. TSN
A Beginner’s Guide to Ethernet 802.3, EE-269
The Ethernet Sourcebook, ed. Robyn E. Shotwell (New York: North-Holland, 1985) [...] Verlag.
Furrer, Industrieautomation mit Ethernet-TCP/IP und Web-Technologie, Hüthig
NIS, Introduction to Linux and Real-Time Control (Web Skript)
Bruynickx, Real-Time and Embedded Guide (Web Skript)
Popp
J., J. Pipher und J. H. Silverman: An Introduction to Mathematical Cryptography, 2. Auflage, Springer, 2014.
Katz, J. und Y. Lindell: Introduction to Modern Cryptography, 2. Auflage, CRC Press, 2015. [...] Material / Reading
Aktuelle Literatur insbesondere aus IEEE 802.3 inkl. TSN
A Beginner’s Guide to Ethernet 802.3, EE-269
The Ethernet Sourcebook, ed. Robyn E. Shotwell (New York: North-Holland, 1985) [...] Verlag.
Furrer, Industrieautomation mit Ethernet-TCP/IP und Web-Technologie, Hüthig
NIS, Introduction to Linux and Real-Time Control (Web Skript)
Bruynickx, Real-Time and Embedded Guide (Web Skript)
Popp
Industry®
RESOURCES
page
In order to provide high-level academic content and to ensure innovative, up-
to-date practical standards with regard to the digital revolution, we employ ex-
perienced [...] progress and changing customer behavior?
Do you want to know how technology, innovation culture and business are ac-
tually connected? Do you want to learn more about how the digital world of Big
Data, social [...] gives you the opportunity to:
• acquire knowledge in fundamental principles and practices to manage business processes
in the digitalized world
• apply management principles to trends, perspectives and
Weitere Literatur und Informationen werden in der Vorlesung
oder im Lernmanagementsystem „meet-to-learn“ bekannt
gegeben.
page
Modulhandbuch für den Masterstudiengang Seite 5
Int [...] Weitere Informationen (z.B. Literatur) werden in der Vorlesung
oder im Lernmanagementsystem „meet-to-learn“ bekannt
gegeben.
page
Modulhandbuch für den Masterstudiengang Seite 6
Int [...] nen (z.B. Literatur) werden in der Vorlesung,
in den Handouts oder im Lernmanagementsystem „meet-to-
learn“ bekannt gegeben.
page
Modulhandbuch für den Masterstudiengang Seite 10
In
Courses remaining to be completed at USC:
The courses listed are correct at the time of writing but are subject to
change. Advice should be sought from Student Central prior to enrolling in
courses [...] Courses remaining to be completed at USC:
The courses listed are correct at the time of writing but are subject to
change. Advice should be sought from Student Central prior to enrolling in
courses [...] annotation http://www.usc.edu.au/learn/student-support/student-central http://www.usc.edu.au/learn/student-support/student-central
annotation https://www.usc.edu.au/learn/courses-and-programs/majors-a
environment.
• Personal competence (self-competence): Students learn to self-reflect their cultural values and learn strategies how to assume
ethical responsibility in an international context.
Inhalte [...] sustainable development
• ... to find solutions to achieve the sustainable objectives.
Methodological Competence:
• ... to apply the analysis concept for world views and to explain its elements as well [...] ... to develop a goal-oriented and value-oriented argumentation
• ... to analyse the extent of responsibility and trustworthiness in concrete cases and to evaluate it accordingly
• ... to understand
required to bring possible topics to the professors or lecturers and to
coordinate them with them. In addition, topics that are brought to the attention of the
university from outside or are related to research [...] work is to be written
- Weighting of the work and number of ECTS for the work
- whether an oral colloquium is to be taken in addition to the written work
- Whether subject hours are required to register [...] n is committed to the
recommendations of the German Research Foundation (DFG) to ensure good scientific practice
(reference to document on the homepage). This applies in particular to the identification
students to take on a leading role in groups or organisations and
to specifically promote the professional development of team members. Students will learn to define goals
independently, to use suitable [...] suitable means to achieve them and to attend detailed project planning and
implementation. The aim of the programme is to be able to recognise, assess and deal with opportunities
and risks in an international [...] and decisions, to subject them to critical reflection and to incorporate them responsibly into their decisions
and actions.
(4) After completing their studies, students should be able to take on material
students to take on a leading role in groups or organisations and to -
specifically promote the professional development of team members. Students will learn to define goals
independently, to use suitable [...] suitable means to achieve them and to attend detailed project planning and
implementation. The aim of the programme is to be able to recognise, assess and deal with opportunities and
risks in an international [...]
decisions, to subject them to critical reflection and to incorporate them responsibly into their decisions and
actions.
(4) After completing their studies, students should be able to take on material
J., J. Pipher und J. H. Silverman: An Introduction to Mathematical Cryptography, 2. Auflage, Springer, 2014.
Katz, J. und Y. Lindell: Introduction to Modern Cryptography, 2. Auflage, CRC Press, 2015. [...] Learning Tools and Techniques, Morgan Kaufmann, 2018.
A. Géron: Hands-on Machine Learning with Scikit-Learn, Keras and Tensor Flow, O’Reilly, 2018
Raschka: Machine Learning mit Python: das Praxis-Handbuch [...] Inferenz
o Automatische Fragebeantwortung
o Spracherkennung, Synthese gesprochener Sprache (text-to-speech)
o Sprachdialogsysteme
o Textanalyse, Dokumentanalyse, OCR
o Clustering/Klassifikation
o
They learn to identify these situations and to appear interculturally competent.
• Personal competence (social competence and self-competence): Students acquire the interdisciplinary ability to perform [...] • In addition to theoretical knowledge, students also acquire the ability to apply process engineering principles in practice, both
independently and in a team.
• They are able to critically analyse [...] interculturality. They learn the theoretical basics
of intercultural communication and understanding.
• Methodological competence: Students are able to apply strategies to improve the handling
: Students gain the ability to act in an interdisciplinary and
interculturally sensitive manner. They have expanded their ability to change perspectives and are able to communicate with
different [...] and knowledge acquired during studies to new problems and new, but
related fields in research and engineering; application of project management: the ability to plan, implement, evaluate, and
document [...] Students are able to describe and analyse practical problem areas with the help of selected
theories, models, concepts and instruments of innovation management. They are able to express themselves
environment.
• Personal competence (self-competence): Students learn to self-reflect their cultural values and learn strategies how to assume
ethical responsibility in an international context.
Inhalte [...] sustainable development
• ... to find solutions to achieve the sustainable objectives.
Methodological Competence:
• ... to apply the analysis concept for world views and to explain its elements as well [...] ... to develop a goal-oriented and value-oriented argumentation
• ... to analyse the extent of responsibility and trustworthiness in concrete cases and to evaluate it accordingly
• ... to understand
university, with
high quality in education
and you want to have some
fun during your semester
abroad, USC is the right place to go! USC is close to beautiful
beaches on the Sunshine Coast, with great [...] Einrichtungen variieren.
UCS is a great choice if you want to learn
Australian culture and mindset from inside,
get a double degree and also meet new
friends from all over the globe. We really
enjoyed [...] page
Studying at USC has allowed
me to successfully complete
the business side of my double
degree (Engineering and
Business). It has broadened my
horizons to the opportunities
one has when studying
project teams in digital business. They learn to assess speed, adaptivity, user-
centricity and flexibility as key drivers of a changed process management. You will learn to adopt new, dynamic and flexible ways [...] / Internationalität:
Course Content
Students learn to argue the impact of digitalization on the management of project teams and to apply methods and tools for the
analysis, design, implementation [...] ways of
page
32
thinking as a contrast to traditional, planning-oriented project management in order to meet the requirements of very high innova-
tion speed and the rapid changes
project teams in digital business. They learn to assess speed, adaptivity, user-
centricity and flexibility as key drivers of a changed process management. You will learn to adopt new, dynamic and flexible ways [...] / Internationalität:
Course Content
Students learn to argue the impact of digitalization on the management of project teams and to apply methods and tools for the
analysis, design, implementation [...] ways of
page
32
thinking as a contrast to traditional, planning-oriented project management in order to meet the requirements of very high innova-
tion speed and the rapid changes
Leirpoll, J., Osborn, D., Murphy, P. & Edwards, A. (2017). The Cool Stuf in Premiere Pro: Learn advanced editing techniques to dramatically
speed up your workflow (2nd ed.). Apress. doi: 10.1007/978-1-4842-2890-6 [...] inkl. Gewichtung
Type/Scope incl. Weighting
Zu prüfende Lernziele/Kompetenzen
Learning Outcomes to be Assessed
Modularbeit E-Portfolio (80%):
Die Studierenden führen ein Lerntagebuch, halten [...] sonstige Unterlagen, Verweise auf Webinhalte und Artikel
Dirksen, J. (2016). Design for How People Learn. New Riders.
eLearning Industry Inc, https://elearningindustry.com. Zuletzt geprüft am 11.08.2020
J., Osborn, D., Murphy, P. & Edwards, A. (2017). The Cool Stuff in Premiere Pro: Learn advanced editing techniques to dramatically
speed up your workflow (2nd ed.). Apress. doi: 10.1007/978-1-4842-2890-6 [...] inkl. Gewichtung
Type/Scope incl. Weighting
Zu prüfende Lernziele/Kompetenzen
Learning Outcomes to be Assessed
Modularbeit E-Portfolio (80%):
Die Studierenden führen ein Lerntagebuch, halten [...] sonstige Unterlagen, Verweise auf Webinhalte und Artikel
Dirksen, J. (2016). Design for How People Learn. New Riders.
eLearning Industry Inc, https://elearningindustry.com. Zuletzt geprüft am 11.08.2020