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Disaster Tweet Classification using NLP and Deep Learning #973

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3 tasks done
Varunshiyam opened this issue Oct 31, 2024 · 3 comments
Closed
3 tasks done

Disaster Tweet Classification using NLP and Deep Learning #973

Varunshiyam opened this issue Oct 31, 2024 · 3 comments

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@Varunshiyam
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Have you completed your first issue?

  • I have completed my first issue

Guidelines

  • I have read the guidelines
  • I have the link to my latest merged PR

Latest Merged PR Link

PR: #930

Project Description

This project addresses the challenge of classifying tweets as real disaster events or not. It involves natural language processing (NLP) techniques like TF-IDF vectorization and deep learning models such as Recurrent Neural Networks (RNNs) and Convolutional Neural Networks (CNNs). The project explores different feature engineering methods, including text length, word count, and hashtag count, to improve classification accuracy. Multiple models are trained and evaluated, with a focus on optimizing performance for real-world disaster response applications.

Full Name

Varunshiyam

Participant Role

Gssoc, hacktoberfest

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🙌 Thank you for bringing this issue to our attention! We appreciate your input and will investigate it as soon as possible.

Feel free to join our community on Discord to discuss more!

@UTSAVS26
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@Varunshiyam same goes for this and you can raise only 1 issue at a time.

@UTSAVS26 UTSAVS26 closed this as not planned Won't fix, can't repro, duplicate, stale Oct 31, 2024
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✅ This issue has been closed. Thank you for your contribution! If you have any further questions or issues, feel free to join our community on Discord to discuss more!

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