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Dimensionality reduction with PCA #272

Merged
merged 7 commits into from
Feb 13, 2024
Merged

Dimensionality reduction with PCA #272

merged 7 commits into from
Feb 13, 2024

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Abhiramkns
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@Abhiramkns Abhiramkns commented Jun 23, 2023 •
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Pull Request Template

Type of Change

Please delete options that are not relevant.

  • New feature (non-breaking change which adds functionality)

Description

  1. Added code changes to incorporate dimensionality reduction with PCA and obtain 2D/3D projections.
  2. Added test case to cover dimensionality reduction with PCA.

Testing Result

Sample input: dataset with 200 features, 200 samples, and 4 labels.
Sample outputs:
3D projection after PCA reduction:
Screenshot 2023-06-24 at 1 28 51 AM

2D projection after PCA reduction:
Screenshot 2023-06-24 at 1 29 06 AM

Fixes #225

Checklist

  • I have read the CONTRIBUTING document.
  • My code follows the code style (BLACK) of this project.
  • I have added tests to cover my changes.
  • All new and existing tests passed.

Author's Note

Please provide any additional information, questions, or concerns you have about this pull request.

@Abhiramkns Abhiramkns mentioned this pull request Jun 23, 2023
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Dominastorm
Dominastorm approved these changes Feb 13, 2024
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lgtm

@Dominastorm Dominastorm merged commit da2081d into uptrain-ai:main Feb 13, 2024
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@Dominastorm Dominastorm Dominastorm approved these changes

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Dimensionality Reduction with PCA
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@Abhiramkns @Dominastorm