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Related lectures (30)
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Marriage Problem: Gale Shapley Algorithm
Covers the Marriage Problem and the Gale Shapley Algorithm to find stable matches.
Graphical models: Inference and Factor Graphs
Explores graphical models, factor graphs, and probabilistic inferences in complex systems.
Linear Programming: Weighted Bipartite Matching
Covers linear programming, weighted bipartite matching, and vertex cover problems in optimization.
Graph Algorithms: Flows and Strongly Connected Components
Discusses graph algorithms, focusing on flow networks and strongly connected components.
Variational Inference and Neural Networks
Covers variational inference and neural networks for classification tasks.
Approximation Algorithms
Covers approximation algorithms for optimization problems, LP relaxation, and randomized rounding techniques.
Causal Inference: Learning Graph Structures
Explores causal inference through learning graph structures for causal reasoning from observational data.
Graphical Models: Representing Probabilistic Distributions
Covers graphical models for probabilistic distributions using graphs, nodes, and edges.
Complete and Orthonormal Families
Covers complete and orthonormal families in a Hilbert space, discussing unique projections and vector decomposition.
Markov Chains and Applications
Explores Markov chains, Ising Model, Metropolis algorithm, and Glauber dynamics.