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

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

This online lecture series reviews linear algebra with applications to probability and statistics and optimization. It covers linear algebra concepts that are key for...

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

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

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 covers the derivation of symmetry theory; lattices, point groups, space groups, and their properties; use of symmetry in tensor representation of crystal...

This graduate-level online lecture includes numerical methods; initial-value problems; network flows; and optimization. (The title of part 1 is: Computational Science and...

This online lecture offers a holistic view of the aircraft as a system, covering: basic systems engineering; cost and weight estimation; basic aircraft performance; safety and...

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...

Diese Vorlesung behandelt die Nichtlineare Kontinuumsmechanik (NLKM). The course language is English after the initial minutes of introduction.

This online lecture is particularly recommended for persons who are interested in starting or are involved in a new business or venture.

This lecture complements (and builds on top of) the lectures "Introduction to Pattern Recognition" and "Pattern Recognition". The lecture focusses on modeling of densities, and...

This series of lectures gives an introduction to complex analysis.

This online lecture series gives an introduction to the fundamental algorithmic approaches for creating robot systems that can autonomously manipulate physical objects in...

This online lecture discusses aspects of Organizational Psychology.

This online course teaches the toolkit for mastering challenges in computational psychiatry. It covers a variety of mathematical models for studying learning, decision-making or...

This online lecture is an introduction to the theory that tries to explain how minds are made from collections of simpler processes.

The focus of this course (part 2 of 2) is on coding techniques for approaching the Shannon limit of additive white Gaussian noise (AWGN) channels, their performance analysis,...

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