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This series of MOOCs explores the fundamentals of probabilistic graphical models.
In this course, students will use and analyze data structures that are used in industry-level applications, such as linked lists, trees, and hashtables. They will apply...
This online lecture gives an introduction to quantum optics.
Students will understand, through this course, the power and limitations of algorithms that help people develop the tools to make real-world computers smarter, faster and safer.
This online course explores the Non-Equilibrium Green’s Function (NEGF) method widely used to describe quantum effects in nanoscale devices, along with its applications to...
This course covers relevant systems, the principles on which they rely, their tradeoffs, and how to evaluate their utility against one`s requirements. Cloud computing, SQL and...
This online course explores the mathematical and computational models that are used in the field of theoretical neuroscience to analyze the collective dynamics of thousands of...
This online course is designed to provide both an in-depth and an intuitive understanding of the theory behind modern discrete-time signal processing systems and applications.
This online course (MOOC) shows how to design, build, and program dynamical, legged robots that can operate in the real world.
This online course explores the essentials of machine learning and algorithms to help improve learning from data without human intervention. Topics of the course include:...
This online course will focus on magnetic resonance imaging, also known as an MRI. In the first part of the course, the dynamic of spins in a magnetic field is described,...
Closely related to pattern recognition, Unsupervised Learning is about analyzing data and looking for patterns. It is an extremely powerful tool for identifying structure in...
This online course presents both exact and approximate algorithms for different types of inference tasks, and discusses where each could best be applied.
This online course explores algorithmics and graph theory using Python.
This is an online lecture taking a practical approach to proving problems can't be solved efficiently (in polynomial time and assuming standard complexity-theoretic assumptions...
This series of online courses teaches autonomous flight software engineering skills. It includes key aspects of Aerial Robotics as well as Intelligent Air Systems.
This online course gives an introduction to least squares from a linear algebraic and mathematical perspective. The course is for students who already have had a class in...
This online course gives an introduction to deep learning for applications such as natural language processing, computer vision, and many others. It is designed for students...
This online course teaches a comprehensive set of simulation techniques to predict the performance of photonic nanostructures.
This online course teaches how to be an adaptive leader in development and how to uncover local solutions to complex problems in developing countries.
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