Automated Essay Scores

[ojaswichopra]

Pull Request for DL-Simplified 💡

Issue Title : Automated Essay Scores

• Info about the related issue (Aim of the project) : The aim of this project is to develop deep learning models for automated essay scoring. The goal is to reduce grading time and provide consistent feedback to students based on the quality of their argumentative essays.
• Name: Ojaswi Chopra
• GitHub ID: ojaswichopra
• Email ID: [email protected]
• Idenitfy yourself: GSSOC 2024 Contributor

Closes: #794

Describe the add-ons or changes you've made 📃

• Implemented Deep Learning Models: Developed LSTM, GRU, and CNN models to evaluate essay quality based on predefined scoring criteria.
• Performed Exploratory Data Analysis (EDA): Analyzed the dataset to understand essay length distribution, word frequency, and other relevant metrics.
• Evaluated Performance Metrics: Implemented and compared models based on quadratic weighted kappa metrics.
• Integrated Requirements.txt: Created a requirements.txt file specifying necessary libraries for easy replication of the environment.

Type of change ☑️

What sort of change have you made:

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Code style update (formatting, local variables)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• This change requires a documentation update

How Has This Been Tested? ⚙️

The models have been trained and evaluated on the dataset, with performance metrics recorded for comparison.

Checklist: ☑️

• My code follows the guidelines of this project.
• I have performed a self-review of my own code.
• I have commented my code, particularly wherever it was hard to understand.
• I have made corresponding changes to the documentation.
• My changes generate no new warnings.
• I have added things that prove my fix is effective or that my feature works.
• Any dependent changes have been merged and published in downstream modules.

[github-actions]

Our team will soon review your PR. Thanks @ojaswichopra :)

[abhisheks008]

Remove the .DS_Store file. Otherwise everything looks good to me.
@ojaswichopra

[ojaswichopra]

@abhisheks008 I have removed the file.

[abhisheks008]

Looks good to me. Approved ✅
@ojaswichopra