(2019). Hands-on machine learning with scikit-learn, keras, and
TensorFlow (2nd ed.). Sebastopol, CA: O’Reilly Media.
Bishop., C. (2016). Pattern Recognition and Machine Learning. New York, NY:
Springer [...] Studierenden solide
Grundlagen in Deep Learning erworben. Insbesondere sind sie in der Lage:
den Stand der Technik von Machine Learning und Deep Learning zu verstehen
können die verschiedenen [...] concepts and their functionality
Introduction to Robot operation system (ROS)
Introduction to mapping and pathfinding algorithms
Introduction to robotic simulation tools
Insight into robot
resilience to power outages, cyberattacks and crises.
• Private monies and systems may contribute to efficiency but are profit-driven, which
limits the extent to which they can contribute to the public [...] cash and, establish rights to access and pay in cash.
The cash infrastructure must be adapted to the needs of cash users, who otherwise will have
no option but to shift to electronic payment alternatives [...] important for people who find it difficult to make ends meet.
• Cash provides tourists and foreign visitors to a country with a certainty about being
able to pay.
In light of these benefits, many
resilience to power outages, cyberattacks and crises.
• Private monies and systems may contribute to efficiency but are profit-driven, which
limits the extent to which they can contribute to the public [...] cash and, establish rights to access and pay in cash.
The cash infrastructure must be adapted to the needs of cash users, who otherwise will have
no option but to shift to electronic payment alternatives [...] important for people who find it difficult to make ends meet.
• Cash provides tourists and foreign visitors to a country with a certainty about being
able to pay.
In light of these benefits, many
prevented to attend the inspection on August 8th,
this must be announced in good time on the bulletin board (Schwarzes Brett).
Students who would like to view their exam then have the opportunity to
request [...] stated. In order to meet deadlines, inspection must be possible within
four calendar weeks from the day the grades are announced.
The agreed appointment must be observed, there is no right to catch up on [...] und Erstkorrektor-
innen.
The inspection will take place on Friday, August 8th, 2024, from 9:00 to 12:00
at the MBUT Faculty with the respective first correctors
2. Sollten Erstkorrektoren
will conduct independent research to gather and analyze diverse data sources relevant to sustainable development.
• They will apply statistical and computational methods to analyze financial and sustainability [...] Examination*1)
Type/Scope incl. Weighting *2)
Learning Objectives/Competencies to be Assessed
Learning portfolio
Written: Reports on lab works (70 %), Test
(20%)
Orally: [...] Examination*1)
Type/Scope incl. Weighting *2)
Learning Objectives/Competencies to be Assessed
Learning portfolio
Written: Presentation (20 %),
Test: (20%)
Orally: Discussion
will conduct independent research to gather and analyze diverse data sources relevant to sustainable development.
• They will apply statistical and computational methods to analyze financial and sustainability [...] Examination*1)
Type/Scope incl. Weighting *2)
Learning Objectives/Competencies to be Assessed
Learning portfolio
Written: Reports on lab works (70 %), Test
(20%)
Orally: [...] Examination*1)
Type/Scope incl. Weighting *2)
Learning Objectives/Competencies to be Assessed
Learning portfolio
Written: Presentation (20 %),
Test: (20%)
Orally: Discussion
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 [...] Competence and Self-competence):
• You are also able to present solutions that have been created, to discuss their quality and alternatives and to
reflect on their problem-solving strategy in a technical
Last, but not least: Thanks to small student
groups, professors, lecturers and support
3 staff quickly get to know you by name. We
are quickly accessible and try to address any
problems that might [...] universities
Many elective modules, entrepreneurship
and research projects to realize own
ideas, different study paths to address
different language levels
Understand and apply the necessary
technology [...] providing you with all
the necessary info to get you started.
1
OTH Amberg-Weiden – Medical Engineering - Prof. Burkhard Stolz
page
Happy to help
Kathrin Forster
Student‘s Office
Telefon
Practical Machine Learning Tools and Techniques, Morgan Kaufmann, 2018.
A. Géron: Hands-on Machine Learning with Scikit-Learn, Keras and Tensor Flow, O’Reilly, 2019.
S. Raschka: Machine Learning mit Python [...] Verfahren des Supervised und des Unsupervised Learning
• Implementierung und Anwendung von Machine Learning-Methoden in einer Software-Bibliothek (z.B. Scikit-learn)
Lehrmaterial / Literatur
Teaching [...] TensorFlow 2 und Scikit-learn: das Praxis-Handbuch für Data Science, Deep Learning und
Predictive Analytics, mitp-Verlag, 2021.
C. M. Bishop: Pattern Recognition and Machine Learning, Springer Verlag, 2016
science and the machine learning domain
• Understanding some of the most widely used machine learning methods
• Being able to implement a machine learning pipeline in order to solve real world problems [...] Voraussetzungen*
Prerequisites
This course is an introduction to ML. There is no need to have any prior knowledge about machine learning
*Hinweis: Beachten Sie auch die Voraussetzungen nach Prüf [...] 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
Prüfungsvorbereitung: 30 h
Gesamtaufwand: 150 h
Lernziele / Qualifikationen des Moduls
Learning Outcomes
Nach dem erfolgreichen Absolvieren des Moduls verfügen die Studierenden über die folgenden [...] 60 h
Prüfungsvorbereitung: 30 h
Gesamtzeit: 150 h
Lernziele / Qualifikationen des Moduls
Learning Outcomes
Nach dem erfolgreichen Absolvieren des Moduls verfügen die Studierenden über die folgenden [...] Prüfungsvorbereitung: 30 h
Gesamtaufwand: 150 h
Lernziele / Qualifikationen des Moduls
Learning Outcomes
Nach dem erfolgreichen Absolvieren des Moduls verfügen die Studierenden über die folgenden
experience or eagerness to learn quickly how to identify, implement, and leverage tools such as
Google, LinkedIn Sales Navigator, or others for prospect research, and a CRM system to manage the
pipeline [...] tools we come up with, we need to
keep it simple – outcome matters).
• Ability to translate strategic plans into practice, following a hands-on approach and way of working to make
effective and efficient [...] we aim to meet as a team on a regular basis at our site in Amberg.
• Base salary and additional performance-based benefits following your results and business growth.
• Willingness and ability to join the
) by June 14th 2024.
All contributions to the conference proceedings will then be reviewed. In addition to the
quality of the content, the reference to at least one of the main topics of the conference [...] after the review process. If your contribution to the conference
proceedings is accepted, you will then have time to revise your contribution if necessary and
to incorporate the feedback from the review. [...] consent of the rights holder to transfer the rights of use to OTH Amberg-Weiden for
presentation in print products and on internet portals as part of the international
Meeting of the STACK Community 2024
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 of
Bayern
SU Kl oder ModA oder
Präs oder mdlP
1 16 INT International Affairs & Intercultural Meeting 5 4 Heckmann Heckmann SU/Ü ModA
2 21 SK1 Symbolische Künstliche Intelligenz 1
(Logik & Semantik) [...] 2 24 INF Informatik Grundlagen 5 4 Wiehl Wiehl SU/Ü Kl
90 Minuten
2 25 EKM Ethik, Kognition & Meeting 5 4 Heckmann Heckmann, Ranisch SU/Ü Präs
2 26 BWI Betriebswirtschaftslehre &
Innovationsmanagement [...] Software Engineering für KI 5 5 Rebholz Neumann, Rebholz SU/Ü Kl
90 Minuten
5 51 ML1 Machine Learning 1 5 4 Brunner Brunner SU/Ü Kl
60 Minuten
5 52 BCN Big Data, Cloud & NoSQL 5 4 Neumann Neumann
1 14 INF Informatik Grundlagen 5 4 Wiehl Wiehl SU/Ü Kl
90 Minuten
1 15 EKM Ethik, Kognition & Meeting 5 4 Heckmann Heckmann, Ranisch SU/Ü Präs
1 16 BWI Betriebswirtschaftslehre &
Innovationsmanagement [...] Software Engineering für KI 5 5 Rebholz Neumann, Rebholz SU/Ü Kl
90 Minuten
4 41 ML1 Machine Learning 1 5 4 Brunner Brunner SU/Ü Kl
60 Minuten
4 42 BCN Big Data, Cloud & NoSQL 5 4 Neumann Neumann [...] SpringSchool 5 4 Heckmann N.N., Dozierende der Fakultäten
EMI/MBUT
Sem Präs
6 61 ML2 Machine Learning 2 5 4 Brunner N.N. SU/Ü, Pr ModA
6 62 KPG KI Projekt Gaming 5 4 Meiller Meiller, Nierhoff Proj
true
Author Michael Wiehl
producer Microsoft: Print To PDF
access_permission:can_modify true
pdf:docinfo:producer Microsoft: Print To PDF
pdf:docinfo:created 2024-06-05T07:27:46Z
Studienplan [...]
(SWS)
ECTS %
AI basics vision & robotics (summer) 0 0 8 10 0 0 4 5 0 0 12 15 17%
1.1 Deep Learning (DPLE) 4 5 4 5
1.2 Computer vision and AI (CVAE) 4 5 4 5
1.3 Autonomous robots (AURE) 4 5 4 5
[...] 0 0
AI basics data & language (winter) 8 10 0 0 4 5 0 0 0 0 12 15 17%
2.1 Machine Learning (MALE) 4 5 4 5
2.2 Modern Databases and NoSQL (MDNE) 4 5 4 5
2.3 NLP and Information retrieval (NLPE) 4 5 4
true
Author Michael Wiehl
producer Microsoft: Print To PDF
access_permission:can_modify true
pdf:docinfo:producer Microsoft: Print To PDF
pdf:docinfo:created 2024-06-05T07:25:13Z
Studienplan [...] Deep Learning (DPLE) 4 5 4 5
1.2 Computer vision and AI (CVAE) 4 5 4 5
1.3 Autonomous robots (AURE) 4 5 4 5
0 0
AI basics data & language (winter) 12 15 0 0 0 0 12 15 17%
2.1 Machine Learning (MALE)
true
Author Jan Ortmann
producer Microsoft: Print To PDF
access_permission:can_modify true
pdf:docinfo:producer Microsoft: Print To PDF
pdf:docinfo:created 2024-06-04T15:11:08Z
20240 [...] bereits im 4. Semester begonnen) (MA)
Masterseminar (MS)
Modellbasierte Entwicklung (MBE)
Machine Learning (MAL)
Informationstheorie, Codierung und Digitale Kommunikationssysteme (ICK)
Grundlagen der
true
Author Jan Ortmann
producer Microsoft: Print To PDF
access_permission:can_modify true
pdf:docinfo:producer Microsoft: Print To PDF
pdf:docinfo:created 2024-06-04T15:10:43Z
20240 [...] Interdisziplinäres Modul (IDM)
Wahlpflichtmodul
Master-Arbeit (MA)
Masterseminar (MS)
Machine Learning (MAL)
Informationstheorie, Codierung und Digitale Kommunikationssysteme (ICK)
Wahlpflichtmodul
wish to take a part-time job, your pay will also need
to be transferred to a German account.
You can open a personal current account in person at a local bank (close to your accommo-
dation or to the [...] with
industry as is committed to finding solutions to real-world problems through its research.
From energy technology to artificial intelligence, from business informatics to medical tech-
nology and, of [...] insurance policy then needs to be submitted to a statutory health insurance company,
which will send electronic confirmation to the university of your insurance status. Please
write to the Students’ Office
Andreas Sälinger, Frank Hutter. 2022. Learning Synthetic Environments and Reward Networks for Reinforcement Learning. In: The Tenth International Conference on Learning Representations, ICLR 2022, Virtual [...] Low Resource Data. In: Proceedings of the 2nd Workshop on Pattern-based Approaches to NLP in the Age of Deep Learning , pages 92–102, Singapore. Association for Computational Linguistics. DOI 10.18653/v1/2023 [...] analyses of the ChaLearn AutoDL challenge 2019. CoRR abs/2201.03801. https://arxiv.org/abs/2201.03801 . Fabio Ferreira, Thomas Nierhoff, Andreas Saelinger, Frank Hutter. 2022. Learning Synthetic Environments
(2.1) to (2.3). All three parties conclude the contract provided that the
contractually agreed payments (per project) to the entrepreneur, to the bank, and to the
household are in line with (2.1) to (2.4) [...] reduces the ability to fund investment.
Finally, an economy prone to a simultaneous monetary policy and macroprudential
policy shock responds almost equally to an economy prone to a single monetary policy [...] minimum return that is necessary to induce bankers to monitor is given by
Rb
t = µIt
∆p
, (2.2)
and the minimum return that is necessary to induce entrepreneurs to choose the project
variant without
(2.1) to (2.3). All three parties conclude the contract provided that the
contractually agreed payments (per project) to the entrepreneur, to the bank, and to the
household are in line with (2.1) to (2.4) [...] reduces the ability to fund investment.
Finally, an economy prone to a simultaneous monetary policy and macroprudential
policy shock responds almost equally to an economy prone to a single monetary policy [...] minimum return that is necessary to induce bankers to monitor is given by
Rb
t = µIt
∆p
, (2.2)
and the minimum return that is necessary to induce entrepreneurs to choose the project
variant without
Definitive Guide to ARM Cortex-M3 and Cortex-M4 Processors, Newnes, 2013
D. W. Lewis: Fundamentals of Embedded Software with the ARM Cortex-M3, Pearson, 2012
M. Trevor: The Designer’s Guide to the Cortex-M [...] bereitung Präsenzstudium, Prüfungs-
vorbereitung)
Lernziele / Qualifikationen des Moduls
Learning Outcomes
Nach dem erfolgreichen Absolvieren des Moduls verfügen die Studierenden über die folgenden [...] Selbststudium: 90 h
Prüfungsvorbereitung: 60 h
Lernziele / Qualifikationen des Moduls
Learning Outcomes
Nach dem erfolgreichen Absolvieren des Moduls verfügen die Studierenden über die folgenden