100 Days of Machine Learning | CampusX - Agglomerative Hierarchical Clustering | Python Code Example

In this video, we'll delve into the concept of Agglomerative Hierarchical Clustering. This technique involves grouping similar data points together in a hierarchical manner, making it easier to understand patterns and relationships within the data. Code Demo - https://github.com/campusx-official/agglomerative-hierarchical-clustering-demo ============================ Do you want to learn from me? Check my affordable mentorship program at : https://learnwith.campusx.in ============================ 📱 Grow with us: CampusX' LinkedIn: https://www.linkedin.com/company/campusx-official CampusX on Instagram for daily tips: https://www.instagram.com/campusx.official My LinkedIn: https://www.linkedin.com/in/nitish-singh-03412789 Discord: https://discord.gg/PsWu8R87Z8 E-mail us at [email protected] ✨ Hashtags✨ #HierarchicalClustering #DataClustering #MachineLearningAlgorithms #DataAnalysis #ClusteringTechniques #AgglomerativeClustering ⌚Time Stamps⌚ 00:00 - Intro 00:29 - The Need for Other Clustering Methods 03:35 - Clustering Methods 04:50 - Types of Hierarchial Clustering 13:03 - Coding the Algorithm 18:20 - Types of Agglomerative Clustering 19:03 - Single Link 21:44 - Complete Link 24:01 - Group Average 25:31 - Ward 27:22 - How to find the ideal number of clusters 30:57 - Hyperparameters 32:10 - Code Example 34:12 - Benefits of Hierarchial Clustering 36:10 - Limitations 37:05 - Outro