Machine Learning. Probabilistic Graphical Models. About the Course What are Probabilistic Graphical Models?
Uncertainty is unavoidable in real-world applications: we can almost never predict with certainty what will happen in the future, and even in the present and the past, many important aspects of the world are not observed with certainty. Natural Language Processing. Design and Analysis of Algorithms I. About the Course In this course you will learn several fundamental principles of algorithm design.
You'll learn the divide-and-conquer design paradigm, with applications to fast sorting, searching, and multiplication. You'll learn several blazingly fast primitives for computing on graphs, such as how to compute connectivity information and shortest paths.