Mall-Customer-Segmentation
所属分类:大数据
开发工具:Jupyter Notebook
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上传日期:2024-02-13 20:58:47
上 传 者:
sh-1993
说明: 购物中心客户细分
(Mall Customer Segmentation)
文件列表:
Mall_Customer_Segmentation.ipynb
Mall_Customers.csv
mall-customer-segmentation.pdf
# Mall-Customer-Segmentation
What We Covered in this Implementation:
Load 'Mall_Customers.csv' dataset
Exploratory Data Analysis (EDA)
Feature Selection
Hierarchical Clustering
Dendrogram for Hierarchical Clustering
Model Training
Visualizing Clusters
Evaluation Metrics (Optional)
Plotting in 3D using Plotly
Silhouette Score We got : 55.29%
"Access the live 3D Plotly visualization via this Colab link: https://bit.ly/3vRMWp4
Our plot visualizes how customers are grouped based on these attributes after clustering.
By using Agglomerative Clustering on our mall_customer information, we grouped them based on how much they earn, spend, and their age.
So, This customer segmentation helps us discover better ways to sell products/services and grow our business.
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