Networks: TreesExplains the concept of trees in graph theory and the definition of a spanning tree.
Minimum Spanning TreesCovers the implementation and analysis of disjoint sets data structure and introduces the concept of minimum spanning trees.
Sparsest Cut: ARV TheoremCovers the proof of the Bourgain's ARV Theorem, focusing on the finite set of points in a semi-metric space and the application of the ARV algorithm to find the sparsest cut in a graph.
Subgraphs vs Induced SubgraphsDistinguishes between subgraphs and induced subgraphs in graph theory, illustrating the construction of minimal spanning trees.
Networks, FlowsCovers the definition of flow in a network and flow calculation.
Belief PropagationExplores Belief Propagation in graphical models, factor graphs, spin glass examples, Boltzmann distributions, and graph coloring properties.