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Stochastic Block Model: Community Detection
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Stein Algorithm: Polynomial Identity Testing
Explores the Stein algorithm for polynomial identity testing and the minimization of a cut problem.
Linear Algebra: Matrices and Linear Applications
Covers matrices, linear applications, vector spaces, and bijective functions.
Untitled
Graph Algorithms: Modeling and Traversal
Covers graph algorithms, modeling relationships between objects, and traversal techniques like BFS and DFS.
Mathematical Analysis: Functions and Composition
Covers the analysis of functions, composition, and mathematical induction.
Graphical Models: Representing Probabilistic Distributions
Covers graphical models for probabilistic distributions using graphs, nodes, and edges.
Linear Transformations: Matrices and Kernels
Covers linear transformations, matrices, kernels, and properties of invertible matrices.
Untitled
Graphs in Deep Learning: Applications and Techniques
Explores the role of graphs in deep learning, focusing on their structure, applications, and techniques for processing graph data.
Cayley Graphs: Properties and Applications
Explores the properties and applications of Cayley graphs in group theory and network analysis.