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Exponential FamilyCovers the concept of the exponential family and discusses forward and backward maps, expensive computations, parameters, functions, and convexity.
Conditional Statements & Graph TheoryCovers conditional statements and graph theory, including proof techniques and concepts related to graphs, paths, connectivity, and gossip protocols.
Topological Sort and SCCExplores topological sort, acyclic graphs, Strongly Connected Components, magic algorithm, component graph, flow networks, and their applications.
Graph Theory FundamentalsCovers the fundamentals of graph theory, including vertices, edges, degrees, walks, connected graphs, cycles, and trees, with a focus on the number of edges in a tree.
Networks: TreesExplains the concept of trees in graph theory and the definition of a spanning tree.
Graph Theory BasicsIntroduces induced flows, basis matrices, and tree solutions in graph theory.
Neuronal Connectivity PatternsExplores neuronal connectivity patterns, connection probabilities, and experimental techniques used to study synaptic connectivity.