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[Feature Request]: Add Ensemble Learning in Machine Learning #3619

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Closed
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pavitraag opened this issue Jul 20, 2024 · 2 comments · Fixed by #3666
Closed
4 tasks done

[Feature Request]: Add Ensemble Learning in Machine Learning #3619

pavitraag opened this issue Jul 20, 2024 · 2 comments · Fixed by #3666
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CodeHarborHub - Thanks for creating an issue! documentation Improvements or additions to documentation gssoc GirlScript Summer of Code | Contributor GSSOC'24 GirlScript Summer of Code | Contributor level1 GirlScript Summer of Code | Contributor's Levels Max Open Issues Reached Max open issues (4) reached. Resolve existing issues first.

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@pavitraag
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Is there an existing issue for this?

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Feature Description

Ensemble Learning is a technique that combines multiple base models to produce a more robust and accurate predictive model. By aggregating the predictions of several models, ensemble methods, such as bagging, boosting, and stacking, can improve generalization and reduce the risk of overfitting compared to individual models.

Use Case

In a real-time use case, a financial analyst predicting stock market trends can use an ensemble of models like Random Forest, Gradient Boosting, and Support Vector Machines. By combining these models, the analyst can achieve more accurate and stable predictions, enhancing investment strategies and decision-making processes in a highly volatile market.

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@pavitraag pavitraag added the enhancement New feature or request label Jul 20, 2024
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Hi @pavitraag! Thanks for opening this issue. We appreciate your contribution to this open-source project. Your input is valuable and we aim to respond or assign your issue as soon as possible. Thanks again!

@ajay-dhangar ajay-dhangar added documentation Improvements or additions to documentation GSSOC'24 GirlScript Summer of Code | Contributor level1 GirlScript Summer of Code | Contributor's Levels gssoc GirlScript Summer of Code | Contributor Max Open Issues Reached Max open issues (4) reached. Resolve existing issues first. labels Jul 20, 2024
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Hello @pavitraag! Your issue #3619 has been closed. Thank you for your contribution!

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Labels
CodeHarborHub - Thanks for creating an issue! documentation Improvements or additions to documentation gssoc GirlScript Summer of Code | Contributor GSSOC'24 GirlScript Summer of Code | Contributor level1 GirlScript Summer of Code | Contributor's Levels Max Open Issues Reached Max open issues (4) reached. Resolve existing issues first.
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