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Enhance LSTM Model with Multiple LSTM and Dense Layers #175

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merged 3 commits into from
Nov 6, 2024

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deepanshubaghel
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@deepanshubaghel deepanshubaghel commented Oct 23, 2024

fixes #91

I propose enhancing the existing LSTM model by stacking 3 LSTM layers to capture both short-term and long-term dependencies in sequential data. Dense layers will be added after the LSTM stack for better feature extraction, and dropout regularization will be applied to prevent overfitting. Additionally, we will tune hyperparameters such as LSTM units, dropout rates, and layer configurations to optimize performance.

{13B7737D-F895-4E78-8B12-02E84EFF568F}

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Thank you for submitting your pull request! 🙌 We'll review it as soon as possible. In the meantime, please ensure that your changes align with our chaotic CONTRIBUTING.md. If there are any specific instructions or feedback regarding your PR, we'll provide them here. Thanks again for your contribution! 😊

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@rohitinu6 please review and merge it

@jvedsaqib
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@deepanshubaghel sync with the latest branch and resolve conflicts

@deepanshubaghel
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@deepanshubaghel sync with the latest branch and resolve conflicts

{C88A148F-F786-4A40-A719-0E0EC0A5A99E}

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@Mayureshd-18 Mayureshd-18 left a comment

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@deepanshubaghel Please link the issue using keywords. (fixes/closes..) You can find the detailed info about the same here:
https://docs.github.com/en/issues/tracking-your-work-with-issues/using-issues/linking-a-pull-request-to-an-issue#linking-a-pull-request-to-an-issue-using-a-keyword

If needed, please check out merged PRs for reference.

Thanks & regards

@Mayureshd-18 Mayureshd-18 self-requested a review October 26, 2024 00:13
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Loos good to me!

@Mayureshd-18 Mayureshd-18 added gssoc-ext GSSoC'24 Extended Version hacktoberfest-accepted Hacktoberfest 2024 level2 25 Points 🥈(GSSoC) hacktoberfest Hacktober Collaboration labels Oct 26, 2024
@rohitinu6 rohitinu6 self-requested a review October 26, 2024 05:11
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image

Please update your forked repo

@deepanshubaghel
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@rohitinu6 @Mayureshd-18 Please Review it and merge

@rohitinu6 rohitinu6 merged commit ff16e1b into rohitinu6:main Nov 6, 2024
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github-actions bot commented Nov 6, 2024

🎉🎉 Thank you for your contribution! Your PR #175 has been merged! 🎉🎉

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Enhance LSTM Model with Multiple LSTM and Dense Layers
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