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Machine Learning

569 learners

Cluster Performance Unveiled

Explore an in-depth analysis of clustering model validation, delving into techniques that evaluate, refine, and optimize the performance of clustering algorithms. We'll discuss the Silhouette Score, Davis-Bouldin Index, and Cross-Tabulation Analysis, learning how to implement these practices to identify optimal clustering structures.

MatPlotLib

Pandas

Python

Scikit-learn

See path

6 lessons

22 practices

3 hours

Model Validation and Selection

Course details

Mastering Cluster Validation with Silhouette Scores and Visualization in Python

Preview

Visualizing Clusters and Calculating Silhouette Score

Crafting the Distance Function

Calculating the Average Silhouette Score

Silhouette Score: Write the Code from Scratch

Previous Course

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