Professional Certificate in Graph Theory and Network Analysis in Data Science
-- ViewingNowThe Professional Certificate in Graph Theory and Network Analysis is a vital course for data science professionals. This program focuses on the mathematical principles of graph theory and network analysis, providing a deep understanding of complex systems and relationships in various datasets.
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โข Basic Graph Theory: Definitions, Notations &
โข Graph Representation: Adjacency Matrix, Adjacency List, Edge List
โข Graph Traversal Algorithms: DFS, BFS & their Applications
โข Data Structures for Graphs: Linked List, Arrays & Hash Tables
โข Minimum Spanning Trees: Kruskal's & Prim's Algorithms
โข Shortest Path Algorithms: Dijkstra's, Bellman-Ford & Floyd-Warshall
โข Network Analysis: Connectivity, Centrality & Clustering
โข Social Network Analysis: Friendship, Influence & Community Detection
โข Graph Algorithms in Real-world Applications: Recommendation Systems & Routing Algorithms
โข Advanced Topics in Graph Theory & Network Analysis: Spectral Graph Theory, Graph Neural Networks & Quantum Graph Theory
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