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docs: add more data processing steps to the classification tutorial#878

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lars-reimann merged 19 commits intomainfrom
686-add-more-data-processing-steps-to-the-classification-tutorial
Jul 2, 2024
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docs: add more data processing steps to the classification tutorial#878
lars-reimann merged 19 commits intomainfrom
686-add-more-data-processing-steps-to-the-classification-tutorial

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@LIEeOoNn
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Closes #686

Summary of Changes

  1. Improved text
  2. removed columns name, id, ticket, parents_children, cabin completely
  3. OneHot encoded sex and port_embarked
  4. SimpleImpute age and fare
  5. reverse transformed OneHot encoding

@LIEeOoNn LIEeOoNn requested a review from a team as a code owner June 28, 2024 17:00
@LIEeOoNn LIEeOoNn linked an issue Jun 28, 2024 that may be closed by this pull request
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github-actions bot commented Jun 28, 2024

🦙 MegaLinter status: ✅ SUCCESS

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codecov bot commented Jun 28, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 97.67%. Comparing base (8f78163) to head (0a72f48).
Report is 48 commits behind head on main.

Additional details and impacted files
@@            Coverage Diff             @@
##             main     #878      +/-   ##
==========================================
+ Coverage   97.63%   97.67%   +0.03%     
==========================================
  Files         117      120       +3     
  Lines        6059     6234     +175     
==========================================
+ Hits         5916     6089     +173     
- Misses        143      145       +2     

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LIEeOoNn and others added 6 commits June 29, 2024 16:40
Co-authored-by: Lars Reimann <mail@larsreimann.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
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The heading were still too long and technical. I've now added some suggestions that focus more on the task to solve than on API elements that must be used. You don't need to take the suggestions literally. If you have a different wording that is clearer or more concise, use it.

LIEeOoNn and others added 10 commits July 2, 2024 11:54
Co-authored-by: Lars Reimann <mail@larsreimann.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
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Final request:

Add some explanation to the sections

  • Marking the Target Column
  • Reverse-Transforming the Prediction
  • Testing the Accuracy of the Model

What do you do there and how?

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Thanks, excellent work.

@lars-reimann lars-reimann merged commit 3f5f4c4 into main Jul 2, 2024
@lars-reimann lars-reimann deleted the 686-add-more-data-processing-steps-to-the-classification-tutorial branch July 2, 2024 15:40
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🎉 This PR is included in version 0.27.0 🎉

The release is available on:

Your semantic-release bot 📦🚀

@lars-reimann lars-reimann added the released Included in a release label Jul 19, 2024
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Add more data processing steps to the classification tutorial

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