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Fixes #786 Crab_Age_Prediction #788

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merged 4 commits into from
Nov 6, 2024

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Varunshiyam
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Related Issues or bug

Age prediction in crabs is complex due to several challenges:

  • Biological Variability: Differences in growth rates across individual crabs due to genetics and environmental factors.
  • Measurement Limitations: Variability in available biological measurements.
  • Feature Selection: Identifying which measurements contribute most effectively to accurate age prediction.

Fixes: #786

Proposed Changes

The model uses various machine learning algorithms, including linear regression, decision trees, and ensemble methods. Steps taken include:

  1. Exploratory Data Analysis (EDA): Identifying patterns, outliers, and relationships within the data.
  2. Feature Engineering: Selecting and transforming features to improve model accuracy.
  3. Model Selection and Training: Comparing multiple models to determine the best predictor of crab age.

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github-actions bot commented Nov 6, 2024

👋 Thank you for opening this pull request! We appreciate your contribution to improving this project. Your PR is under review, and we'll get back to you shortly.
Don't forget to mention the issue you solved!.

To help move the process along, please tag @UppuluriKalyani, @Neilblaze, and @SaiNivedh26 for a faster review!

@UppuluriKalyani UppuluriKalyani merged commit e596660 into UppuluriKalyani:main Nov 6, 2024
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github-actions bot commented Nov 6, 2024

🎉🎉 Thank you for your contribution! Your PR #788 has been merged! 🎉🎉

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Crab Age Prediction Model
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