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Mall Customer Segmentation [GSSOC'23] #186

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#181

  • In this Project, we have implemented 2 algorithms - Hierarchical Clustering & KMeans for Mall Customer Segmentation to get
    a sense of how the purchasing power of the customers is a base point to create Marketing Strategies. This project's logic can be used in various businesses of different scales.

  • GSSOC Participant

  • Contributor

Closes: #181

Describe the changes you've made

Give a clear description what modifications you have made-

Have created a Mall Customer Segmentation ML project which uses a publicly available Dataset for a Mall and trying to understand customers sentiments while purchasing and Finding results.
Tasks Performed: -
1.Data Collection
2.EDA & Preprocessing
3.Hierarchical Clustering + Its findings
4.KMeans+Findings

Type of change

What sort of change have you made:

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Code style update (formatting, local variables)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • This change requires a documentation update

How Has This Been Tested?

Describe how have you verified the changes made
Tested by plotting different plots and finding out relations.

Checklist:

  • My code follows the guidelines of this project.
  • I have performed a self-review of my own code.
  • I have commented my code, particularly wherever it was hard to understand.
  • I have made corresponding changes to the documentation.
  • My changes generate no new warnings.
  • I have added tests that prove my fix is effective or that my feature works.
  • Any dependent changes have been merged and published in downstream modules.

Screenshots

Original Updated
Original Screenshot Updated Screenshot
Hierarchical Clustering

Screenshot (80)

KMeans
Screenshot (81)

@sahaycodes
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@adithya-s-k @miraj0507, Kindly review this PR. Waiting for Response

@sahaycodes
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Kindly review this PR , @miraj0507 & @adithya-s-k

@sahaycodes
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Kindly review this PR , its been more than 2 weeks. Waiting for reply

@sahaycodes
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@adithya-s-k @miraj0507 Kindly review this PR , waiting for response

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[PROJECT PROPOSAL] Mall Customer Segmentation - ML project
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