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CZECH TECHNICAL UNIVERSITY IN PRAGUE
STUDY PLANS
2023/2024
UPOZORNĚNÍ: Jsou dostupné studijní plány pro následující akademický rok.

Advanced Modeling of Physics and Engineering Problems Using Python Programming Language

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Code Completion Credits Range Language
D02MFPY_EN ZK 2P English
Garant předmětu:
Václav Nežerka
Lecturer:
Václav Nežerka
Tutor:
Supervisor:
Department of Physics
Synopsis:

The aim of the course is to provide students with a deeper insight into problems of advanced modeling selected real physical and engineering tasks with the use of modern tools for mathematical description and numerical solution of such problems. For that purpose, it is handy to use the elegant and easy-to-learn Python programming language. Even though the course is not intended to provide a comprehensive introduction to Python, prior knowledge is not required. The students will be given handouts with basic Python commands and algorithms and during regular lectures will be introduced to (1) algorithmizing the physics problems (5 hours), (2) numerical solution of complex equations (3 hours), (3) simulations (6 hours), (4) statistical modeling (4 hours), and (5) basics of machine learning (8 hours). Students will be also encouraged to use the gained knowledge for their own work and projects and individual consultations.

Requirements:

Attendance in lectures

Syllabus of lectures:

The curriculum will reflect the progress and needs of the students. The rough skeleton is as follows: (1) algorithmization of physics problems (5 hours), (2) numerical solutions of complex equations (3 hours), (3) simulation (6 hours), (4) statistical modeling (4 hours), and (5) fundamentals of machine learning (8 hours).

Syllabus of tutorials:

The same as for lectures

Study Objective:

The aim of the course will be to introduce students to programming and algorithmization of complex problems.

Study materials:

Ryan Turner, Python Programming, Nelly B.L. International Consulting LTD., 2020 (ISBN: 1647710715)

Jesse M. Kinder, Philip Nelson, Student's Guide to Python for Physical Modeling, Princeton University Press, 2018 (ISBN: 9780691180571)

Instructional videos, articles, and custom materials provided by the lecturer.

Note:
Time-table for winter semester 2023/2024:
Time-table is not available yet
Time-table for summer semester 2023/2024:
Time-table is not available yet
The course is a part of the following study plans:
Data valid to 2024-05-29
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