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This video lecture discusses model driven software engineering (theory and tool support).

This online lecture gives an introduction to the concepts of machine learning. (Some math and programming experience required.)

Effective field theory is a fundamental framework to describe physical systems with quantum field theory.

This online lecture gives an introduction to the concept of Parallel Programming.

This online lecture covers selected aspects of landscape architecture. [Note: Part 1 "Landschaftsarchitektur I" was read in German.]

This online video lecture series gives an introduction to deep learning.

This online lecture series examines classical and modern developments in graph theory and additive combinatorics, with a focus on topics and themes that connect the two...

This online lecture introduces students to the modeling, quantification, and analysis of uncertainty.

This online lecture explores the dynamics of evolution, including various mathematical models.

This online lecture gives an introduction to biomedical signals and their digital analyis. (Note: course website is in German, but lectures + slides in English.)

In this online course, through scientific presentations, critical reflection and discussion, students learn current research topics in the field of Cyber Physical Systems.

This online lecture includes the energy levels, the statistical behavior and internal energy, energy transport in the forms of waves and particles, scattering and heat...

This online lecture provides a review of linear algebra, including applications to networks, structures, and estimation, Lagrange multipliers. (The title of part 2 is:...

The goal of this online lecture is to illustrate the spectroscopy of small molecules in the gas phase.

This online lecture uses the theory and application of atomistic computer simulations to model, understand, and predict the properties of real materials.

This lecture series focuses on the "emerging field" of "Quantum Geometry". Here, the expertise of both mathematicians and physicists are brought together in order to make...

Basic principles of statistical mechanics are examined in this online lecture, such as the laws of thermodynamics and the concepts of temperature, work, heat, and entropy....

Basic principles of Statistical Mechanics are examined in this online lecture. Topics include: Thermodynamics, probability theory, kinetic theory, classical statistical...

This online lecture aims to help students acquire both the mathematical principles and the intuition necessary to create, analyze, and understand insightful models for a broad...

This online lecture discusses nonlinear dynamics and control of underactuated mechanical systems, with an emphasis on machine learning methods.