Executive Development Programme in Clustering & Data Interpretation
-- ViewingNowThe Executive Development Programme in Clustering & Data Interpretation is a certificate course designed to empower professionals with essential skills in data analysis and interpretation. In today's data-driven world, the ability to analyze and interpret complex data sets is critical for career advancement and business success.
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โข Introduction to Clustering: Defining clustering, its importance, and use cases.
โข Data Preprocessing: Data cleaning, normalization, and transformation for effective clustering.
โข Cluster Analysis Techniques: K-means, hierarchical, density-based, and DBSCAN.
โข Evaluation Metrics: Silhouette score, elbow method, and other assessment techniques.
โข Python for Clustering: Implementing clustering algorithms using popular libraries.
โข Data Visualization: Visualizing clusters using matplotlib, seaborn, and plotly.
โข Real-world Applications: Case studies on customer segmentation, anomaly detection, and more.
โข Advanced Clustering Methods: Subspace and co-clustering, spectral clustering, and mean-shift.
โข Interpretation of Clustering Results: Deriving insights and making data-driven decisions.
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