Causal Inference & Directed GraphsExplores causal inference, directed graphs, and fairness in algorithms, emphasizing conditional independence and the implications of DAGs.
Networks: CutsIntroduces cuts in a directed graph, analyzing the flow between two sets.
Network Flows Meets SimplexExplores network flows, simplex method, linear programming, tree solutions, and dual solutions in optimization problems.
Graph Algorithms: BasicsIntroduces the basics of graph algorithms, covering traversal, representation, and data structures for BFS and DFS.
Shortest Path in Directed GraphsCovers finding the shortest path in directed graphs efficiently using algorithmic approaches and discussing related NP-complete problems.