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This online lecture series explores real-world applications of category theory. Category theory provides a framework in which to organize formal systems and by which to...
This online lecture provides a review of linear algebra, including applications to networks, structures, and estimation, Lagrange multipliers. (The title of part 2 is:...
This course offers a series of lectures on parallel programming concepts as well as a group project providing hands-on experience with parallel programming.
This online lecture is an introduction to the theory that tries to explain how minds are made from collections of simpler processes.
This online video lecture series gives an introduction to machine learning and pattern recognition.
This online course is an in-depth series of videos about differential equations and the MATLAB® ODE suite. These videos are suitable for students and life-long learners.
This course encompasses the study of eating as it affects the health and well-being of every human. Topics include taste preferences, food aversions, the regulation of hunger...
This online lecture considers the tremendous growth of integrating micro-electronic computing components with regard to their architectures, complexity, design and programming....
This online lecture gives an introduction to the concepts of machine learning. (Some math and programming experience required.)
Basic principles of Statistical Mechanics are examined in this online lecture. Topics include: Thermodynamics, probability theory, kinetic theory, classical statistical...
This online lecture series presents the theory of fundamental machine learning concepts. Topics covered in the video lectures include: Bayesian theory of optimal decisions...
This online lecture covers major results and directions of research in data structure.
This online course covers system identification. It includes eg. Introduction to modeling: Black-box and grey-box models; Parametric and non-parametric models; ARX, ARMAX (etc.)...
This online lecture gives an introduction to machine learning for physicists. [Note: Lectures 1 and 2 are not in the right order on the course overview page.]
This online lecture gives an introduction to the dependability and reliability of hardware and software systems.
The overall goal of this course is to familiarize the students with the potential, the requirements and the problems of designing dynamic biological elements that are of central...
This online course gives an introduction to linguistics (the nature of human language).
This series of lectures gives an introduction to the mechanics of spaceflight.
This online lecture series gives an introduction to psychology. It explores human nature, including how the mind works, and how the brain supports the mind. Topics covered in...
This online video lecture series gives an introduction to Artificial Intelligence (AI).
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