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[Model Enhancement]: Sentiment Analysis Model using DL #588

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nour-gab opened this issue May 18, 2024 · 8 comments · May be fixed by #933
Open

[Model Enhancement]: Sentiment Analysis Model using DL #588

nour-gab opened this issue May 18, 2024 · 8 comments · May be fixed by #933
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@nour-gab
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Deep Learning Simplified Repository (Proposing new issue)

🔴 Project Title : Enhacing Sentiment Analysis Model

🔴 Aim : Using BERT and roberta-based models to improve metrics

🔴 Dataset :(an existing repository)https://github.com/abhisheks008/DL-Simplified/tree/main/Sentiment%20Analysis%20Model

🔴 Approach :Use NLTK for text preprocessing
Implement BERT model
Implement a roberta-base model ffor sentiment analysis


📍 Follow the Guidelines to Contribute in the Project :

  • You need to create a separate folder named as the Project Title.
  • Inside that folder, there will be four main components.
    • Images - To store the required images.
    • Dataset - To store the dataset or, information/source about the dataset.
    • Model - To store the machine learning model you've created using the dataset.
    • requirements.txt - This file will contain the required packages/libraries to run the project in other machines.
  • Inside the Model folder, the README.md file must be filled up properly, with proper visualizations and conclusions.

🔴🟡 Points to Note :

  • The issues will be assigned on a first come first serve basis, 1 Issue == 1 PR.
  • "Issue Title" and "PR Title should be the same. Include issue number along with it.
  • Follow Contributing Guidelines & Code of Conduct before start Contributing.

To be Mentioned while taking the issue :

  • Full name : Nour Gaboussa
  • GitHub Profile Link : https://github.com/nour-gab
  • Email ID : [email protected]
  • Participant ID (if applicable): discord:nour_g
  • Approach for this Project : I will implement several Encoder models to enhance performance in setiment analysis
  • What is your participant role?Gssoc'24 Contributor

Happy Contributing 🚀

All the best. Enjoy your open source journey ahead. 😎

@abhisheks008
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Hi @nour-gab nice to have you here. Assigned to you @nour-gab

Make sure you do not remove the existing project files. Use the same dataset, same .ipynb file and make your enhancement there itself.

@abhisheks008 abhisheks008 added Status: Assigned Assigned issue. level 1 Level 1 for GSSOC gssoc Girlscript Summer of Code 2024 labels May 18, 2024
@abhisheks008 abhisheks008 changed the title Enhacing Sentiment Analysis Model [Model Enhancement]: Sentiment Analysis Model using DL May 18, 2024
@nour-gab
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hey @abhisheks008 i thought of adding a new .ipynb file in the model folders where i will use a bert model on the same dataset

@abhisheks008
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Cool go ahead @nour-gab

@khushi-igupta
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Hello I am a GsSOC'24 contributor and I would like to work on this issue. Can you please assign it to me?

@abhisheks008 abhisheks008 added Status: Up for Grabs Up for grabs issue. and removed Status: Assigned Assigned issue. level 1 Level 1 for GSSOC gssoc Girlscript Summer of Code 2024 labels Aug 11, 2024
@sagar27sahu
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Full name : sagar kumar sahu.
GitHub Profile Link : https://github.com/sagar27sahu
Email ID : [email protected]
Participant ID (if applicable): null
Approach for this Project : I will implement ANN and CNN for sentiment analysis
What is your participant role?Gssoc'24 Contributor
please assign the task to me.

@abhisheks008
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Full name : sagar kumar sahu. GitHub Profile Link : https://github.com/sagar27sahu Email ID : [email protected] Participant ID (if applicable): null Approach for this Project : I will implement ANN and CNN for sentiment analysis What is your participant role?Gssoc'24 Contributor please assign the task to me.

As mentioned in this issue, this is an enhancement work of an existing project. BERT and roberta models need to be implemented along with the existing models.

Can you please confirm with this approach?

@sagar27sahu
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Yes, I can do it.

@abhisheks008
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Assigning this issue to you @sagar27sahu

@abhisheks008 abhisheks008 added Status: Assigned Assigned issue. level 1 Level 1 for GSSOC hacktoberfest gssoc-ext and removed Status: Up for Grabs Up for grabs issue. labels Oct 19, 2024
@sagar27sahu sagar27sahu linked a pull request Oct 20, 2024 that will close this issue
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4 participants