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This video lecture series gives an introduction to neural networks and deep learning. It covers topics such as backpropagation, loss functions and optimization strategies,...
This online lecture series presents the theory of fundamental machine learning concepts. Topics covered in the video lectures include: Bayesian theory of optimal decisions...
Effective field theory is a fundamental framework to describe physical systems with quantum field theory.
This online lecture introduces the core theory of modern financial economics and financial management, with a focus on capital markets and investments.
This course provides an integrated introduction to electrical engineering and computer science, taught using substantial laboratory experiments with mobile robots.
The purpose of this course is to examine the African American experience in the United States from 1863 to the present.
This online video lecture gives an introduction to the philosophy of economics.
This video lecture gives an introduction to ceramics.
This online lecture provides an introduction to the chemistry of biological, inorganic, and organic molecules.The emphasis is on basic principles of atomic and molecular...
This online video lecture series gives an introduction to Computer Science, Internet technology and the basics of computer hardware (CS105 class at Stanford University). The...
This is an intermediate algorithms course with an emphasis on teaching techniques for the design and analysis of efficient algorithms, emphasizing methods of application.
This online lecture provides a comprehensive overview of the scientific study of thought and behavior. It explores topics such as perception, communication, learning, memory,...
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 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 video lecture series discusses advanced topics related to algorithms in computer science.
This online video lecture series gives an introduction to deep learning.
This course will examine law through case histories including: environmental effects of national security, pesticides, air pollution, consumer products, plastics, parks and...
This online lecture gives an overview of hardware-software co-design, including structural concepts, architectures and design methods.
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...
Topics covered in this online lecture (part 2) include the general formalism of quantum mechanics, harmonic oscillator, quantum mechanics in three-dimensions, angular momentum,...
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