Add imbalance handling improvements#24
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ShrutiPatel263 wants to merge 1 commit intoProgrammers-Paradise:mainfrom
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Add imbalance handling improvements#24ShrutiPatel263 wants to merge 1 commit intoProgrammers-Paradise:mainfrom
ShrutiPatel263 wants to merge 1 commit intoProgrammers-Paradise:mainfrom
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🔍 Overview
This PR introduces enhancements related to imbalanced data handling across the project
Related Issue: #23
Program: Winter of Code 5.0
Contributor: @ShrutiPatel263
✨ Key Changes
Added new functionality to better detect and manage class imbalance.
Refactored existing modules to integrate improved imbalance logic.
🧪 Tests
✅ I ran the entire test suite locally (python -m pytest -q) and all existing tests pass.
🧩 Impact Summary :
🔄 State Before This PR
Imbalance handling resided in scattered utility functions.
No centralized mechanism for detecting or correcting class imbalance.
Consumers of the library had to write their own logic or rely on external tools.
Potential for inconsistent results and duplicated code across demos/modules.
✅ State After This PR
Unified imbalance detection and management integrated into core modules.
New helpers make it easy to identify and address skewed class distributions.
Codebase is cleaner: refactored existing modules to use the shared logic.
Demonstrations and pipelines can now leverage a standardized approach.
🎯 Overall Impact
Developer productivity: less boilerplate, fewer custom implementations.
Reliability: consistent behavior across different parts of the project.
Maintainability: one place to update if imbalance strategies evolve.
User experience: downstream users gain immediate access to improved imbalance support.
Feel free to paste this section into your PR or documentation to clarify the change’s value!