Executive Development Programme in Clustering for Smarter Business
-- ViewingNowThe Executive Development Programme in Clustering for Smarter Business is a certificate course designed to provide learners with essential skills in data analysis and clustering techniques. This program is crucial in today's data-driven world, where businesses rely heavily on data analysis to make informed decisions.
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โข Introduction to Clustering: Understanding the Basics and Importance
โข Data Preprocessing for Clustering: Cleaning, Transformation, and Dimensionality Reduction
โข Types of Clustering: Hierarchical, Centroid-based, Density-based, and Distribution-based
โข K-Means Clustering: Algorithm, Variations, and Optimizations
โข DBSCAN: Concepts, Parameters, and Real-life Applications
โข Hierarchical Clustering: Agglomerative vs. Divisive Approach and Dendrogram Visualization
โข Clustering Evaluation: Internal and External Metrics
โข Cluster Ensembles: Techniques and Advantages
โข Smarter Business with Clustering: Use Cases and Success Stories
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