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factorylocation's Introduction

UnsupervisedLearning

This is an unsupervised learning project with Python Notebook. The main purpose is to help manufacturing companies, such as Nike and Tesla, find suitable cities to build factories.

Raw Data:

Dataset: Movehub City Rankings Reference: Blitzer. (2017). Movehub City Rankings. https://www.kaggle.com/blitzr/movehub-city-rankings

Technical used include:

Clusterability:
Hopkin's statistics
t-SNE plot

Algorithms:
Hierarchical Clustering (complete linkage and average linkage)
k-means
Fuzzy c-means

Evaluation:
Silhouette plot
Boxplot

Limitations:

In addition to quantitative data, issues such as local policies and public sentiment are also worthy of consideration.

factorylocation's People

Contributors

marklong7 avatar

Watchers

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