Jens Honoré Walther: Katalogdaten im Frühjahrssemester 2021

NameHerr Dr. Jens Honoré Walther
Professur f. Computational Science
ETH Zürich, CLT B 11
Clausiusstrasse 33
8092 Zürich
Telefon+41 44 632 26 45
Fax+41 44 632 17 03
DepartementMaschinenbau und Verfahrenstechnik

151-0431-00LModels, Algorithms and Data: Introduction to Computing Information 4 KP2V + 1UJ. H. Walther, G. Arampatzis
KurzbeschreibungFundamental Computational Methods for data analysis, modeling and simulation relevant to Engineering applications. The course emphasizes the implementation of these methods in Python with application examples drawn from Engineering applications
LernzielThe course aims to introduce Engineering students to fundamentals of Interpolation, Solution of non-linear equations, Filtering and Numerical Integration as well as the use of novel methods such as Machine Learning and Bayesian Uncertainty Quantification. The course aims to integrate numerical methods with enhancing the students' programming skills.
Lecture Notes
Literatur1. Introduction to Applied Mathematics, G. Strang
2. Analysis of Numerical Methods, Isaacson and Keller
Voraussetzungen / BesonderesA course on the interface of classical (first principle) and Data driven models in computing. Fundamental algorithms for inference, approximation and optimisation. Bridging the gap of Computational and Data sciences.