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University of Oldenburg
29.09.2023 21:40:27
pb379 - Data Science with Python (Complete module description)
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Module label Data Science with Python
Modulkürzel pb379
Credit points 6.0 KP
Workload 180 h
Institute directory Institute for Biology and Environmental Sciences
Verwendbarkeit des Moduls
  • Bachelor's Programme Biology (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Biology (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Biology (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Business Administration and Law (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Business Administration and Law (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Business Administration and Law (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Business Informatics (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Business Informatics (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Business Informatics (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Chemistry (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Chemistry (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Chemistry (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Comparative and European Law (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Comparative and European Law (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Comparative and European Law (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Computing Science (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Computing Science (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Computing Science (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Economics and Business Administration (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Economics and Business Administration (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Economics and Business Administration (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Education (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Education (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Education (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Engineering Physics (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Engineering Physics (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Engineering Physics (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Environmental Science (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Environmental Science (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Environmental Science (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Intercultural Education and Counselling (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Intercultural Education and Counselling (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Intercultural Education and Counselling (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Mathematics (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Mathematics (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Mathematics (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Physics (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Physics (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Physics (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Physics, Engineering and Medicine (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Physics, Engineering and Medicine (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Physics, Engineering and Medicine (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Social Studies (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Social Studies (Bachelor) > Fachnahe Angebote Engineering Physics
  • Bachelor's Programme Social Studies (Bachelor) > Fachnahe Angebote Physik
  • Bachelor's Programme Sustainability Economics (Bachelor) > Fachnahe Angebote Biologie
  • Bachelor's Programme Sustainability Economics (Bachelor) > Fachnahe Angebote Engineering Physics
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  • Dual-Subject Bachelor's Programme Art and Media (Bachelor) > Fachnahe Angebote Physik
  • Dual-Subject Bachelor's Programme Biology (Bachelor) > Fachnahe Angebote Biologie
  • Dual-Subject Bachelor's Programme Biology (Bachelor) > Fachnahe Angebote Engineering Physics
  • Dual-Subject Bachelor's Programme Biology (Bachelor) > Fachnahe Angebote Physik
  • Dual-Subject Bachelor's Programme Chemistry (Bachelor) > Fachnahe Angebote Biologie
  • Dual-Subject Bachelor's Programme Chemistry (Bachelor) > Fachnahe Angebote Engineering Physics
  • Dual-Subject Bachelor's Programme Chemistry (Bachelor) > Fachnahe Angebote Physik
  • Dual-Subject Bachelor's Programme Computing Science (Bachelor) > Fachnahe Angebote Biologie
  • Dual-Subject Bachelor's Programme Computing Science (Bachelor) > Fachnahe Angebote Engineering Physics
  • Dual-Subject Bachelor's Programme Computing Science (Bachelor) > Fachnahe Angebote Physik
  • Dual-Subject Bachelor's Programme Dutch Linguistics and Literary Studies (Bachelor) > Fachnahe Angebote Biologie
  • Dual-Subject Bachelor's Programme Dutch Linguistics and Literary Studies (Bachelor) > Fachnahe Angebote Engineering Physics
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  • Dual-Subject Bachelor's Programme Economic Education (Bachelor) > Fachnahe Angebote Biologie
  • Dual-Subject Bachelor's Programme Economic Education (Bachelor) > Fachnahe Angebote Engineering Physics
  • Dual-Subject Bachelor's Programme Economic Education (Bachelor) > Fachnahe Angebote Physik
  • Dual-Subject Bachelor's Programme Economics and Business Administration (Bachelor) > Fachnahe Angebote Biologie
  • Dual-Subject Bachelor's Programme Economics and Business Administration (Bachelor) > Fachnahe Angebote Engineering Physics
  • Dual-Subject Bachelor's Programme Economics and Business Administration (Bachelor) > Fachnahe Angebote Physik
  • Dual-Subject Bachelor's Programme Education (Bachelor) > Fachnahe Angebote Biologie
  • Dual-Subject Bachelor's Programme Education (Bachelor) > Fachnahe Angebote Engineering Physics
  • Dual-Subject Bachelor's Programme Education (Bachelor) > Fachnahe Angebote Physik
  • Dual-Subject Bachelor's Programme Elementary Mathematics (Bachelor) > Fachnahe Angebote Biologie
  • Dual-Subject Bachelor's Programme Elementary Mathematics (Bachelor) > Fachnahe Angebote Engineering Physics
  • Dual-Subject Bachelor's Programme Elementary Mathematics (Bachelor) > Fachnahe Angebote Physik
  • Dual-Subject Bachelor's Programme English Studies (Bachelor) > Fachnahe Angebote Biologie
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  • Dual-Subject Bachelor's Programme English Studies (Bachelor) > Fachnahe Angebote Physik
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  • Dual-Subject Bachelor's Programme Gender Studies (Bachelor) > Fachnahe Angebote Engineering Physics
  • Dual-Subject Bachelor's Programme Gender Studies (Bachelor) > Fachnahe Angebote Physik
  • Dual-Subject Bachelor's Programme General Education (Bachelor) > Fachnahe Angebote Biologie
  • Dual-Subject Bachelor's Programme General Education (Bachelor) > Fachnahe Angebote Engineering Physics
  • Dual-Subject Bachelor's Programme General Education (Bachelor) > Fachnahe Angebote Physik
  • Dual-Subject Bachelor's Programme German Studies (Bachelor) > Fachnahe Angebote Biologie
  • Dual-Subject Bachelor's Programme German Studies (Bachelor) > Fachnahe Angebote Engineering Physics
  • Dual-Subject Bachelor's Programme German Studies (Bachelor) > Fachnahe Angebote Physik
  • Dual-Subject Bachelor's Programme History (Bachelor) > Fachnahe Angebote Biologie
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  • Dual-Subject Bachelor's Programme History (Bachelor) > Fachnahe Angebote Physik
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  • Dual-Subject Bachelor's Programme Physics (Bachelor) > Fachnahe Angebote Biologie
  • Dual-Subject Bachelor's Programme Physics (Bachelor) > Fachnahe Angebote Engineering Physics
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  • Dual-Subject Bachelor's Programme Social Studies (Bachelor) > Fachnahe Angebote Engineering Physics
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  • Dual-Subject Bachelor's Programme Sport Science (Bachelor) > Fachnahe Angebote Physik
  • Dual-Subject Bachelor's Programme Technology (Bachelor) > Fachnahe Angebote Biologie
  • Dual-Subject Bachelor's Programme Technology (Bachelor) > Fachnahe Angebote Engineering Physics
  • Dual-Subject Bachelor's Programme Technology (Bachelor) > Fachnahe Angebote Physik
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  • Fach-Bachelor Pädagogisches Handeln in der Migrationsgesellschaft (Bachelor) > Fachnahe Angebote Engineering Physics
  • Fach-Bachelor Pädagogisches Handeln in der Migrationsgesellschaft (Bachelor) > Fachnahe Angebote Physik
Zuständige Personen
  • Winklhofer, Michael (Module responsibility)
Prerequisites
Stud.IP Registration
Skills to be acquired in this module
In-depth understanding of programming concepts in python
Ability to write effective scripts for data analysis
Application of machine learning for predictive modelling and efficient processing of big data
Understanding of concepts of numerical mathematics,
Application of python to computer simulation of physical problems
Module contents
Programming concepts in python; scientific modules numpy, scipy etc
Machine learning: Regression, decision trees, random forests, neuronal networks
Analysis of time series data and noise models
Elements of numerical mathematics, numerical solution of differential equations
Literaturempfehlungen
J.Grus, Data Science from Scratch – First principles with python. (O’Reilly) A.Geron, Hands on Machine Learning with scikit-learn and tensor flow (O’Reilly) A. Scopatz & K.D. Huff, Effective Computation in Physics – Field guide to research with Python (O’Reilly)
Links
http://scipy-lectures.org/intro/index.html
Language of instruction English
Duration (semesters) 1 Semester
Module frequency annually
Module capacity 30
Modullevel / module level PB (Professionalisierungsbereich / Professionalization)
Modulart / typ of module Ergänzung/Professionalisierung
Lehr-/Lernform / Teaching/Learning method Lectures and supervised exercises
Vorkenntnisse / Previous knowledge Basic knowledge in mathematics (e.g., algebra, analysis) and physics
Form of instruction Comment SWS Frequency Workload of compulsory attendance
Lecture 4 WiSe 56
Exercises 3 WiSe 42
Präsenzzeit Modul insgesamt 98 h
Examination Prüfungszeiten Type of examination
Final exam of module
Nach Ankündigung
Programming assignments / Fachpraktische Übungen (max. 12 Programmieraufgaben)