Executive Development Programme in Spectral Clustering Applications
-- ViewingNowThe Executive Development Programme in Spectral Clustering Applications is a certificate course designed to provide learners with essential skills in data analysis and machine learning. This program focuses on spectral clustering, a powerful technique for identifying patterns and structures in complex datasets.
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โข Introduction to Spectral Clustering: Definition, advantages, and use cases.
โข Data Preprocessing: Data cleaning, normalization, and transformation.
โข Graph Theory: Basic concepts and their relevance to spectral clustering.
โข Similarity Measures: Choosing appropriate similarity metrics for spectral clustering.
โข Eigendecomposition: Computing eigenvalues and eigenvectors.
โข Clustering Algorithms: K-means, hierarchical clustering, and their relation to spectral clustering.
โข Performance Evaluation: Internal and external validation metrics.
โข Real-world Applications: Case studies and industry examples.
โข Advanced Topics: Deep learning and spectral clustering, dimensionality reduction, and optimization.
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