Suicide & Depression Detection

[abckhush]

Pull Request for DL-Simplified 💡

Issue Title : Suicide and Depression Detection

• Info about the related issue (Aim of the project) :
• Full name : Khushi Kalra
• GitHub Profile Link : https://www.github.com/abckhush
• Email ID : [email protected]
• Idenitfy yourself: (Mention in which program you are contributing in. Eg. For a JWOC 2022 participant it's, JWOC Participant) GSSOC'24

Closes: #808

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

1. Implemented pre-processing steps to clean and prepare the text data.
2. Conducted thorough Exploratory Data Analysis (EDA) to understand data distribution and sentiment.
3. Added multiple deep learning models (LSTM, Bi-LSTM, GRU, BiLSTM-RNN) to compare performance.

Type of change ☑️

• 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? ⚙️

Performance Metrics: Evaluated models based on accuracy, precision, recall, and F1-score.

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 @abckhush :)

[abhisheks008]

Hi @abckhush looks good to me. Approved ✅